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{"id": "summ20251009131003fa7e1d954d50", "timestamp": "2025-10-09T13:10:03.632714+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:10:03.632714+00:00", "updated_at": "2025-10-09T13:10:03.632714+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009131003fa7e1d954d50", "timestamp": "2025-10-09T13:10:24.972972+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009131003fa7e1d954d50.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009131003fa7e1d954d50.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131026Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=ba13eb8641b173fad2f57f8e919796ad12203229e158863c960170e608de3e8f", "created_at": "2025-10-09T13:10:03.632714+00:00", "updated_at": "2025-10-09T13:10:24.972972+00:00", "finished_at": "2025-10-09T13:10:24.972972+00:00", "duration_ms": 21340, "error_message": null, "output": {"process_id": "summ20251009131003fa7e1d954d50", "status": "completed", "result": "=== Summary from bart_cnn ===\nQuantum Solutions Ltd. is using the mark \"InnovateQuantum\" and a confusingly similar logo on your website (quantuminnovate.co.uk) and marketing materials to promote services identical to those offered by our client. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our client to pursue all legal options.\n\n available legal remedies, including but not limited to, filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the contract:\n\n**Contract Type and Parties Involved**\n\n* Cease and Desist Demand for Trademark Infringement\n* Parties involved: Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer)\n\n**Key Terms and Conditions**\n\n* Quantum Solutions Ltd. is using a mark similar to Innovate's registered trademark \"INNOVATE\" on its website and marketing materials\n* This use is considered trademark infringement, unfair competition, and dilution of Innovate's mark\n* Innovate demands that Quantum Solutions Ltd. cease and desist all use of the infringing mark and remove it from all public-facing materials\n\n**Payment Terms and Financial Obligations**\n\n* None mentioned in the document\n\n**Performance Requirements and Deliverables**\n\n* Quantum Solutions Ltd. must:\n\t+ Cease and desist all use of the infringing mark\n\t+ Remove the mark from all websites, advertisements, social media, and other public-facing materials\n\t+ Provide a written assurance of compliance within 10 business days\n\t+ Provide a full accounting of all revenue generated from the use of the infringing mark\n\n**Important Dates**\n\n* September 17, 2025: Date of the Cease and Desist Demand\n* September 27, 2025: Deadline for Quantum Solutions Ltd. to comply with the demands\n\n**Termination and Breach Conditions**\n\n* Failure to comply with the demands by September 27, 2025, will force Innovate to pursue all available legal remedies\n\n**Risk Factors and Liability Issues**\n\n* Risk of trademark infringement, unfair competition, and dilution of Innovate's mark\n* Potential liability for Quantum Solutions Ltd. if it fails to comply with the demands", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009131003fa7e1d954d50.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009131003fa7e1d954d50.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131026Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=ba13eb8641b173fad2f57f8e919796ad12203229e158863c960170e608de3e8f"}}
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{"id": "summ202510091311122ecaa4708960", "timestamp": "2025-10-09T13:11:45.937019+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091311122ecaa4708960.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091311122ecaa4708960.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131146Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=0bc7ce5fb2b3002e054a68d50ca9da4871d7f8334db462a4babab786e9472334", "created_at": "2025-10-09T13:11:12.677085+00:00", "updated_at": "2025-10-09T13:11:45.937019+00:00", "finished_at": "2025-10-09T13:11:45.937019+00:00", "duration_ms": 33259, "error_message": null, "output": {"process_id": "summ202510091311122ecaa4708960", "status": "completed", "result": "=== Summary from bart_cnn ===\nQuantum Solutions Ltd. is using the mark \"InnovateQuantum\" and a confusingly similar logo on your website (quantuminnovate.co.uk) and marketing materials to promote services identical to those offered by our client. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our client to pursue all legal options.\n\n available legal remedies, including but not limited to, filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the contract:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Cease and Desist Demand for Trademark Infringement\n* Parties involved:\n\t+ Innovate Solutions Inc. (owner of the \"INNOVATE\" trademark)\n\t+ Quantum Solutions Ltd. (accused of trademark infringement)\n\n**Key Terms and Conditions**\n\n* Quantum Solutions Ltd. is using a mark similar to Innovate's registered trademark \"INNOVATE\" on their website and marketing materials.\n* The use of the mark is considered trademark infringement, unfair competition, and dilution of Innovate's mark.\n* Innovate demands that Quantum Solutions Ltd. cease and desist from using the infringing mark.\n\n**Payment Terms and Financial Obligations**\n\n* No payment terms or financial obligations are mentioned in the contract.\n\n**Performance Requirements and Deliverables**\n\n* Quantum Solutions Ltd. must:\n\t+ Cease and desist from using the \"InnovateQuantum\" name and similar marks or logos.\n\t+ Remove the infringing mark from all websites, advertisements, social media, and public-facing materials.\n\t+ Provide a written assurance of compliance within 10 business days.\n\t+ Provide a full accounting of revenue generated from the use of the infringing mark.\n\n**Important Dates (Start, End, Milestones)**\n\n* September 17, 2025: Date of the Cease and Desist Demand letter.\n* September 27, 2025: Deadline for Quantum Solutions Ltd. to comply with the demands.\n\n**Termination and Breach Conditions**\n\n* Failure to comply with the demands by September 27, 2025 will lead to Innovate pursuing all available legal remedies, including:\n\t+ Filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees.\n\n**Risk Factors and Liability Issues**\n\n* Quantum Solutions Ltd. is at risk of being held liable", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091311122ecaa4708960.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091311122ecaa4708960.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131146Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=0bc7ce5fb2b3002e054a68d50ca9da4871d7f8334db462a4babab786e9472334"}}
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{"id": "summ2025100913114748382243d89b", "timestamp": "2025-10-09T13:12:24.546170+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100913114748382243d89b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100913114748382243d89b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131225Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=372b04d6bf8823a91e9e0e6b9e0c6fe2dda9df5fe4634cf134f4c5cf31946c57", "created_at": "2025-10-09T13:11:47.479266+00:00", "updated_at": "2025-10-09T13:12:24.546170+00:00", "finished_at": "2025-10-09T13:12:24.546170+00:00", "duration_ms": 37066, "error_message": null, "output": {"process_id": "summ2025100913114748382243d89b", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in dispute:** Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer)\n\n**Main claims and counterclaims:** Innovate claims that Quantum Solutions is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's famous mark.\n\n**Legal issues and grounds:** The dispute is based on the Trade Marks Act 1994, which governs trademark infringement and related issues.\n\n**Relief sought and damages claimed:** Innovate demands that Quantum Solutions cease and desist from using the infringing mark, remove it from all public-facing materials, provide a written assurance of compliance, and provide a full accounting of revenue generated from the use of the infringing mark. Innovate also threatens to pursue legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees, if Quantum Solutions fails to comply with the demands.\n\n**Procedural status and key dates:** The demand was sent via certified mail on September 17, 2025, with a deadline for compliance of September 27, 2025.\n\n**Jurisdiction and applicable law:** The dispute is governed by the laws of the United Kingdom, specifically the Trade Marks Act 1994.\n\n**Settlement possibilities and outcomes:** The dispute may be resolved through compliance with Innovate's demands, or it may proceed to litigation, arbitration, or mediation, depending on the response of Quantum Solutions.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100913114748382243d89b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100913114748382243d89b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T131225Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=372b04d6bf8823a91e9e0e6b9e0c6fe2dda9df5fe4634cf134f4c5cf31946c57"}}
{"id": "summ2025100913175950282da3fbb8", "timestamp": "2025-10-09T13:17:59.012328+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:17:59.012328+00:00", "updated_at": "2025-10-09T13:17:59.012328+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100913175950282da3fbb8", "timestamp": "2025-10-09T13:20:06.121910+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100913175950282da3fbb8.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100913175950282da3fbb8.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T132006Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=cfcdcdd458728b0a4876cc6971c5afaff6d78e36c42bb84c78991b0cd6f00f81", "created_at": "2025-10-09T13:17:59.012328+00:00", "updated_at": "2025-10-09T13:20:06.121910+00:00", "finished_at": "2025-10-09T13:20:06.121910+00:00", "duration_ms": 127109, "error_message": null, "output": {"process_id": "summ2025100913175950282da3fbb8", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\n**1. Type of dispute:** Litigation (cease and desist demand with threat of lawsuit)\n\n**2. Parties in dispute and their roles:**\n- Innovate Solutions Inc. (Innovate): Owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) and associated logo.\n- Quantum Solutions Ltd. (Quantum Solutions): The defendant, using a similar mark and logo on their website and marketing materials.\n\n**3. Main claims and counterclaims:**\n- Innovate claims trademark infringement, unfair competition, and dilution of their famous and distinctive mark.\n- Quantum Solutions has not made any claims.\n\n**4. Legal issues and grounds:**\n- The Trade Marks Act 1994 is the applicable law.\n- The dispute revolves around the unauthorized use of a mark similar to Innovate's registered trademark.\n\n**5. Relief sought and damages claimed:**\n- Innovate seeks:\n  - Immediate cessation of the infringing use of the \"InnovateQuantum\" mark and logo.\n  - Removal of the infringing mark from all public-facing materials.\n  - A written assurance of compliance within 10 business days.\n  - A full accounting of revenue generated from the use of the infringing mark.\n  - Injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees if not complied with.\n\n**6. Procedural status and key dates:**\n- The cease and desist letter was sent on September 17, 2025.\n- Deadline for compliance is September 27, 2025.\n\n**7. Jurisdiction and applicable law:**\n- The dispute is governed by the Trade Marks Act 1994 in the United Kingdom.\n\n**8. Settlement possibilities and outcomes:**\n- If Quantum Solutions complies with the demands, the dispute may be resolved.\n- Failure to comply may", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100913175950282da3fbb8.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100913175950282da3fbb8.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T132006Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=cfcdcdd458728b0a4876cc6971c5afaff6d78e36c42bb84c78991b0cd6f00f81"}}
{"id": "summ202510091323227c15b400705a", "timestamp": "2025-10-09T13:23:22.734474+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:23:22.734474+00:00", "updated_at": "2025-10-09T13:23:22.734474+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ202510091323227c15b400705a", "timestamp": "2025-10-09T13:25:30.231230+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091323227c15b400705a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091323227c15b400705a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T132531Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=457b5362b243b92079e433f7cb9f8a43f91a0d677459b01e4167ac3fc46a2e47", "created_at": "2025-10-09T13:23:22.734474+00:00", "updated_at": "2025-10-09T13:25:30.231230+00:00", "finished_at": "2025-10-09T13:25:30.231230+00:00", "duration_ms": 127496, "error_message": null, "output": {"process_id": "summ202510091323227c15b400705a", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of Dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in Dispute:**\n\n* Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\")\n* Quantum Solutions Ltd. (alleged infringer)\n\n**Main Claims and Counterclaims:**\n\n* Innovate alleges that Quantum Solutions Ltd. is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's mark.\n\n**Legal Issues and Grounds:**\n\n* Trade Marks Act 1994\n\n**Relief Sought and Damages Claimed:**\n\n* Innovate demands that Quantum Solutions Ltd. cease and desist all use of the infringing mark, remove it from all public-facing materials, and provide a written assurance of compliance.\n* Failure to comply will result in Innovate pursuing legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees.\n\n**Procedural Status and Key Dates:**\n\n* September 17, 2025: Cease and Desist Demand sent to Quantum Solutions Ltd.\n* September 27, 2025: Deadline for compliance with demands\n\n**Jurisdiction and Applicable Law:**\n\n* United Kingdom (Trade Marks Act 1994)\n\n**Settlement Possibilities and Outcomes:**\n\n* Compliance with demands by Quantum Solutions Ltd. may avoid legal action.\n* Failure to comply will likely result in legal proceedings.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091323227c15b400705a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091323227c15b400705a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T132531Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=457b5362b243b92079e433f7cb9f8a43f91a0d677459b01e4167ac3fc46a2e47"}}
{"id": "summ20251009133349561794ea6fa6", "timestamp": "2025-10-09T13:33:49.247875+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:33:49.247875+00:00", "updated_at": "2025-10-09T13:33:49.247875+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009133349561794ea6fa6", "timestamp": "2025-10-09T13:34:04.841985+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133349561794ea6fa6.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133349561794ea6fa6.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133405Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=9d3268446463ed1b4ec53d7afb558a6b3fe388e6fa54e100e1aedf0d8ff970c2", "created_at": "2025-10-09T13:33:49.247875+00:00", "updated_at": "2025-10-09T13:34:04.841985+00:00", "finished_at": "2025-10-09T13:34:04.841985+00:00", "duration_ms": 15594, "error_message": null, "output": {"process_id": "summ20251009133349561794ea6fa6", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\n**1. Type of dispute:** Litigation (cease and desist demand)\n\n**2. Parties in dispute and their roles:**\n- **Plaintiff:** Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\")\n- **Defendant:** Quantum Solutions Ltd. (alleged infringer)\n\n**3. Main claims and counterclaims:**\n- Innovate claims that Quantum Solutions Ltd. is infringing on its trademark \"INNOVATE\" by using a similar mark \"InnovateQuantum\" and logo.\n- Innovate alleges unfair competition, dilution of its famous mark, and potential consumer confusion.\n\n**4. Legal issues and grounds:**\n- Trade Marks Act 1994 (UK)\n- Trademark infringement, unfair competition, and dilution\n\n**5. Relief sought and damages claimed:**\n- Immediate cease and desist from using the infringing mark\n- Removal of the mark from all public-facing materials\n- Written assurance of compliance\n- Full accounting of revenue generated from the infringing mark\n- Potential lawsuit for injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees\n\n**6. Procedural status and key dates:**\n- September 17, 2025: Cease and desist demand sent\n- September 27, 2025: Deadline for compliance\n\n**7. Jurisdiction and applicable law:**\n- UK jurisdiction\n- Trade Marks Act 1994 (UK)\n\n**8. Settlement possibilities and outcomes:**\n- Compliance with cease and desist demands\n- Potential lawsuit and litigation", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133349561794ea6fa6.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133349561794ea6fa6.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133405Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=9d3268446463ed1b4ec53d7afb558a6b3fe388e6fa54e100e1aedf0d8ff970c2"}}
{"id": "summ20251009133510d562613be2a7", "timestamp": "2025-10-09T13:35:10.532816+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:35:10.532816+00:00", "updated_at": "2025-10-09T13:35:10.532816+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009133510d562613be2a7", "timestamp": "2025-10-09T13:35:25.896400+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133510d562613be2a7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133510d562613be2a7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133526Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=905bd73bec466901225b62c1bddf68a816f44e4f44947edd774ea96adf753155", "created_at": "2025-10-09T13:35:10.532816+00:00", "updated_at": "2025-10-09T13:35:25.896400+00:00", "finished_at": "2025-10-09T13:35:25.896400+00:00", "duration_ms": 15363, "error_message": null, "output": {"process_id": "summ20251009133510d562613be2a7", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\n**1. Type of dispute:** Litigation (cease and desist demand with threat of lawsuit)\n\n**2. Parties in dispute and their roles:**\n- Innovate Solutions Inc. (represented by a law firm) - owner of the federally registered trademark \"INNOVATE\" and associated logo\n- Quantum Solutions Ltd. (respondent) - alleged infringer of Innovate's trademark\n\n**3. Main claims and counterclaims:**\n- Innovate claims trademark infringement, unfair competition, and dilution of its famous and distinctive mark due to Quantum's use of a similar mark (\"InnovateQuantum\")\n- Quantum has no claims or counterclaims mentioned in the document\n\n**4. Legal issues and grounds:**\n- Trade Marks Act 1994\n- Trademark infringement\n- Unfair competition\n- Dilution of a famous and distinctive mark\n\n**5. Relief sought and damages claimed:**\n- Immediate cease and desist from using the infringing mark\n- Removal of the infringing mark from all public-facing materials\n- Written assurance of compliance within 10 business days\n- Full accounting of revenue generated from the use of the infringing mark\n- Injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees if compliance is not met\n\n**6. Procedural status and key dates:**\n- Date of the cease and desist letter: September 17, 2025\n- Deadline for compliance: September 27, 2025\n\n**7. Jurisdiction and applicable law:**\n- United Kingdom\n- Trade Marks Act 1994\n\n**8. Settlement possibilities and outcomes:**\n- Compliance with the cease and desist demands\n- Failure to comply may lead to a lawsuit and pursuit of all available legal remedies.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133510d562613be2a7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133510d562613be2a7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133526Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=905bd73bec466901225b62c1bddf68a816f44e4f44947edd774ea96adf753155"}}
{"id": "summ20251009133701a95380003462", "timestamp": "2025-10-09T13:37:01.598402+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T13:37:01.598402+00:00", "updated_at": "2025-10-09T13:37:01.598402+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009133701a95380003462", "timestamp": "2025-10-09T13:37:15.176486+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133701a95380003462.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133701a95380003462.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133715Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bdbc59f9222caa9a804b24ce8caf1d30607b85aa6c023f4605ea1a05cda9e470", "created_at": "2025-10-09T13:37:01.598402+00:00", "updated_at": "2025-10-09T13:37:15.176486+00:00", "finished_at": "2025-10-09T13:37:15.176486+00:00", "duration_ms": 13578, "error_message": null, "output": {"process_id": "summ20251009133701a95380003462", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in dispute and their roles:** Innovate Solutions Inc. (owner of the registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer)\n\n**Main claims and counterclaims:** Innovate claims that Quantum Solutions is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's famous mark.\n\n**Legal issues and grounds:** The dispute is based on the Trade Marks Act 1994, specifically the unauthorized use of a mark similar to Innovate's registered trademark.\n\n**Relief sought and damages claimed:** Innovate demands that Quantum Solutions cease and desist all use of the infringing mark, remove it from all public-facing materials, provide a written assurance of compliance, and provide a full accounting of revenue generated from the use of the infringing mark. If not complied with, Innovate will pursue legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees.\n\n**Procedural status and key dates:** The demand was sent on September 17, 2025, with a deadline for compliance of September 27, 2025.\n\n**Jurisdiction and applicable law:** The dispute is governed by the Trade Marks Act 1994 and applicable UK law.\n\n**Settlement possibilities and outcomes:** The dispute can be resolved through compliance with Innovate's demands, or it may proceed to litigation, arbitration, or mediation.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009133701a95380003462.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009133701a95380003462.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T133715Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bdbc59f9222caa9a804b24ce8caf1d30607b85aa6c023f4605ea1a05cda9e470"}}
{"id": "summ20251009140425a1d06ab2b8ba", "timestamp": "2025-10-09T14:04:25.926337+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T14:04:25.926337+00:00", "updated_at": "2025-10-09T14:04:25.926337+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009140425a1d06ab2b8ba", "timestamp": "2025-10-09T14:04:37.743508+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009140425a1d06ab2b8ba.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009140425a1d06ab2b8ba.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T140438Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5689fa82be6dcd871379e5bb049e9f22e00af6432c118287c816bf1e10e59281", "created_at": "2025-10-09T14:04:25.926337+00:00", "updated_at": "2025-10-09T14:04:37.743508+00:00", "finished_at": "2025-10-09T14:04:37.743508+00:00", "duration_ms": 11817, "error_message": null, "output": {"process_id": "summ20251009140425a1d06ab2b8ba", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe parties wish to explore a potential business relationship. In connection with this Relationship, the Disclosing Party may need to disclose certain confidential and proprietary information to the Receiving Party. \"Confidential Information\" includes but not limited to trade secrets, business plans, financial data, customer lists, software code, and any other information marked as confidential. Present the summary in a structured format for quick contract review.\n\nThe obligation to protect Confidential Information shall survive the termination of this Agreement for a period of three (3) years. No License: Nothing in this Agreement shall be construed as granting any rights, licenses, or title to the Confidential information to the Receiving Party.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved:**\n\n* Non-Disclosure Agreement (NDA) between Innovate Solutions Inc. (Disclosing Party) and Future Ventures LLC (Receiving Party)\n* Effective date: September 15, 2025\n\n**Key Terms and Conditions:**\n\n* The Disclosing Party may share confidential and proprietary information with the Receiving Party\n* The Receiving Party agrees to hold the information in strict confidence and not disclose it to third parties without consent\n* The Receiving Party uses the information solely for the purpose of the potential business relationship\n\n**Payment Terms and Financial Obligations:**\n\n* None mentioned in the agreement\n\n**Performance Requirements and Deliverables:**\n\n* The Receiving Party agrees to take all reasonable measures to protect the confidential information\n* The agreement does not grant any rights, licenses, or title to the confidential information to the Receiving Party\n\n**Important Dates (Start, End, Milestones):**\n\n* Effective date: September 15, 2025\n* The obligation to protect confidential information survives the termination of the agreement for a period of three (3) years\n\n**Termination and Breach Conditions:**\n\n* The agreement can be terminated by mutual written consent\n* The Receiving Party's obligations to protect confidential information continue for three (3) years after termination\n\n**Risk Factors and Liability Issues:**\n\n* The Receiving Party is responsible for any breach of the agreement, including unauthorized disclosure of confidential information\n* The Disclosing Party is not liable for any damages resulting from the Receiving Party's breach of the agreement", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009140425a1d06ab2b8ba.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009140425a1d06ab2b8ba.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T140438Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5689fa82be6dcd871379e5bb049e9f22e00af6432c118287c816bf1e10e59281"}}
{"id": "summ2025100914181950b59df7aeaf", "timestamp": "2025-10-09T14:18:19.555227+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T14:18:19.555227+00:00", "updated_at": "2025-10-09T14:18:19.555227+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100914181950b59df7aeaf", "timestamp": "2025-10-09T14:18:32.365711+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914181950b59df7aeaf.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914181950b59df7aeaf.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T141833Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=fc83c6164dee003c902ae55fe57d66d23ef28a2acd3b5f55c9511fc6f248fc8d", "created_at": "2025-10-09T14:18:19.555227+00:00", "updated_at": "2025-10-09T14:18:32.365711+00:00", "finished_at": "2025-10-09T14:18:32.365711+00:00", "duration_ms": 12810, "error_message": null, "output": {"process_id": "summ2025100914181950b59df7aeaf", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n1. Type of dispute: Cease and desist demand for trademark infringement, with potential for litigation.\n2. Parties in dispute: Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer).\n3. Main claims and counterclaims: Innovate claims that Quantum Solutions is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution.\n4. Legal issues and grounds: The dispute is based on the Trade Marks Act 1994, with Innovate seeking to protect its intellectual property rights.\n5. Relief sought and damages claimed: Innovate demands that Quantum Solutions cease and desist from using the infringing mark, remove it from all public-facing materials, and provide a full accounting of revenue generated from the use of the infringing mark. Innovate also threatens to pursue legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees, if the demands are not met.\n6. Procedural status and key dates: The dispute is at the demand stage, with a deadline of September 27, 2025, for Quantum Solutions to comply with Innovate's demands.\n7. Jurisdiction and applicable law: The dispute is governed by the Trade Marks Act 1994 and is likely to be handled in a UK court.\n8. Settlement possibilities and outcomes: The dispute may be resolved through compliance with Innovate's demands, or it may proceed to litigation, with potential outcomes including injunctive relief, damages, and attorney's fees.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914181950b59df7aeaf.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914181950b59df7aeaf.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T141833Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=fc83c6164dee003c902ae55fe57d66d23ef28a2acd3b5f55c9511fc6f248fc8d"}}
{"id": "summ202510091428287db7426263ae", "timestamp": "2025-10-09T14:28:28.979256+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T14:28:28.979256+00:00", "updated_at": "2025-10-09T14:28:28.979256+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ202510091428287db7426263ae", "timestamp": "2025-10-09T14:28:43.841419+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091428287db7426263ae.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091428287db7426263ae.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T142844Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=fca8a8c75bc21cc43bb8d5a0548c2be21c808db24e3e286cb6fa4019a6336f97", "created_at": "2025-10-09T14:28:28.979256+00:00", "updated_at": "2025-10-09T14:28:43.841419+00:00", "finished_at": "2025-10-09T14:28:43.841419+00:00", "duration_ms": 14862, "error_message": null, "output": {"process_id": "summ202510091428287db7426263ae", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of Dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in Dispute:** Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer)\n\n**Main Claims and Counterclaims:** Innovate claims that Quantum Solutions Ltd. is using a mark (\"InnovateQuantum\") and logo that is confusingly similar to Innovate's registered trademark, causing confusion and deception among consumers. Quantum Solutions Ltd. has not made any claims or counterclaims.\n\n**Legal Issues and Grounds:** Trademark infringement, unfair competition, and dilution of Innovate's famous and distinctive mark under the Trade Marks Act 1994.\n\n**Relief Sought and Damages Claimed:** Innovate demands that Quantum Solutions Ltd. cease and desist all use of the infringing mark, remove it from all public-facing materials, provide a written assurance of compliance, and provide a full accounting of revenue generated from the use of the infringing mark. Innovate also threatens to pursue legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees, if Quantum Solutions Ltd. fails to comply.\n\n**Procedural Status and Key Dates:** The demand letter was sent on September 17, 2025, and Quantum Solutions Ltd. is required to respond within 10 business days. Failure to comply by September 27, 2025, will trigger legal action.\n\n**Jurisdiction and Applicable Law:** The dispute is governed by the Trade Marks Act 1994 and the laws of the United Kingdom.\n\n**Settlement Possibilities and Outcomes:** The dispute is likely to proceed to litigation if Quantum Solutions Ltd. fails to comply with Innovate's demands.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091428287db7426263ae.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091428287db7426263ae.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T142844Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=fca8a8c75bc21cc43bb8d5a0548c2be21c808db24e3e286cb6fa4019a6336f97"}}
{"id": "summ2025100914335408b4d932c51c", "timestamp": "2025-10-09T14:33:54.713885+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T14:33:54.713885+00:00", "updated_at": "2025-10-09T14:33:54.713885+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100914335408b4d932c51c", "timestamp": "2025-10-09T14:34:12.326496+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914335408b4d932c51c.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914335408b4d932c51c.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T143413Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=142f587206587db4dd25efb8dd338677d1ec056d6f6f3a5cd95bb26fea6c5b4f", "created_at": "2025-10-09T14:33:54.713885+00:00", "updated_at": "2025-10-09T14:34:12.326496+00:00", "finished_at": "2025-10-09T14:34:12.326496+00:00", "duration_ms": 17612, "error_message": null, "output": {"process_id": "summ2025100914335408b4d932c51c", "status": "completed", "result": "=== Summary from bart_cnn ===\nInnovate Solutions Inc. is the owner of the federally registered trademark \"INNOVATE\" (U.K. Registration No. UK00001234567) This activity is likely to cause confusion, mistake, and deception among consumers, leading them to believe that your services are affiliated with, sponsored by, or endorsed by Innovate. This constitutes trademark infringement, unfair competition, and dilution of our client's famous and distinctive mark. Failure to comply with these demands by September 27, 2025, will force our firm to force our client to pay damages.\n\n client to pursue all available legal remedies, including but not limited to filing a lawsuit for injunctive relief, actual and statutory damages, disgorgement of your profits, and attorney's fees.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in dispute:**\n\n* Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\")\n* Quantum Solutions Ltd. (alleged infringer)\n\n**Main claims and counterclaims:**\n\n* Innovate claims that Quantum Solutions Ltd. is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's famous mark.\n\n**Legal issues and grounds:**\n\n* Trade Marks Act 1994\n\n**Relief sought and damages claimed:**\n\n* Innovate seeks immediate cessation of use of the infringing mark, removal of the mark from all public-facing materials, written assurance of compliance, and a full accounting of revenue generated from the use of the infringing mark. Failure to comply may result in legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees.\n\n**Procedural status and key dates:**\n\n* September 17, 2025: Cease and Desist Demand sent to Quantum Solutions Ltd.\n* September 27, 2025: Deadline for Quantum Solutions Ltd. to comply with demands\n\n**Jurisdiction and applicable law:**\n\n* United Kingdom; Trade Marks Act 1994\n\n**Settlement possibilities and outcomes:**\n\n* Compliance with demands by Quantum Solutions Ltd. may avoid legal action. Failure to comply may result in legal remedies.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914335408b4d932c51c.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914335408b4d932c51c.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T143413Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=142f587206587db4dd25efb8dd338677d1ec056d6f6f3a5cd95bb26fea6c5b4f"}}
{"id": "summ2025100914554127c06dcf11d5", "timestamp": "2025-10-09T14:55:41.144213+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T14:55:41.144213+00:00", "updated_at": "2025-10-09T14:55:41.144213+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100914554127c06dcf11d5", "timestamp": "2025-10-09T14:57:52.757535+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914554127c06dcf11d5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914554127c06dcf11d5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T145753Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=04bd25c29ed8790e815a2f56cc779e02dfc26ae3c3183739204853cb5285da9b", "created_at": "2025-10-09T14:55:41.144213+00:00", "updated_at": "2025-10-09T14:57:52.757535+00:00", "finished_at": "2025-10-09T14:57:52.757535+00:00", "duration_ms": 131613, "error_message": null, "output": {"process_id": "summ2025100914554127c06dcf11d5", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of dispute:** Cease and Desist Demand for Trademark Infringement, with potential litigation if demands are not met.\n\n**Parties in dispute:** Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer).\n\n**Main claims and counterclaims:** Innovate claims that Quantum Solutions is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's famous mark.\n\n**Legal issues and grounds:** The dispute is based on the Trade Marks Act 1994, with Innovate seeking injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees if the demands are not met.\n\n**Relief sought and damages claimed:** Innovate seeks immediate cessation of use of the infringing mark, removal of the mark from all public-facing materials, a written assurance of compliance, and a full accounting of revenue generated from the use of the infringing mark. If demands are not met, Innovate will pursue all available legal remedies.\n\n**Procedural status and key dates:** The letter was sent on September 17, 2025, with a deadline of September 27, 2025, for Quantum Solutions to comply with the demands.\n\n**Jurisdiction and applicable law:** The dispute is governed by the Trade Marks Act 1994 and English law.\n\n**Settlement possibilities and outcomes:** If Quantum Solutions complies with the demands, the dispute may be resolved amicably. If not, Innovate will pursue legal action, potentially leading to a lawsuit and damages.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100914554127c06dcf11d5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100914554127c06dcf11d5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T145753Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=04bd25c29ed8790e815a2f56cc779e02dfc26ae3c3183739204853cb5285da9b"}}
{"id": "summ20251009150138ba8f4a36f54d", "timestamp": "2025-10-09T15:01:38.438578+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T15:01:38.438578+00:00", "updated_at": "2025-10-09T15:01:38.438578+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251009150138ba8f4a36f54d", "timestamp": "2025-10-09T15:04:02.888854+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "Cease and Desist Letter.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009150138ba8f4a36f54d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009150138ba8f4a36f54d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T150403Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=42b0de5d2fd7b9941ab17b6edca2b68693fe204e8502070687e8f51ae49aa422", "created_at": "2025-10-09T15:01:38.438578+00:00", "updated_at": "2025-10-09T15:04:02.888854+00:00", "finished_at": "2025-10-09T15:04:02.888854+00:00", "duration_ms": 144450, "error_message": null, "output": {"process_id": "summ20251009150138ba8f4a36f54d", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the legal dispute document:\n\n**Type of Dispute:** Cease and Desist Demand for Trademark Infringement\n\n**Parties in Dispute:** Innovate Solutions Inc. (owner of the federally registered trademark \"INNOVATE\") and Quantum Solutions Ltd. (alleged infringer)\n\n**Main Claims and Counterclaims:** Innovate claims that Quantum Solutions is using a confusingly similar mark (\"InnovateQuantum\") and logo to promote services identical to those offered by Innovate, constituting trademark infringement, unfair competition, and dilution of Innovate's famous mark.\n\n**Legal Issues and Grounds:** The dispute is based on the Trade Marks Act 1994, which prohibits the unauthorized use of a mark so similar to a registered trademark as to be likely to cause confusion, mistake, or deception among consumers.\n\n**Relief Sought and Damages Claimed:** Innovate demands that Quantum Solutions cease and desist from using the infringing mark, remove it from all public-facing materials, provide a written assurance of compliance, and provide a full accounting of revenue generated from the use of the infringing mark. Failure to comply may result in legal remedies, including injunctive relief, actual and statutory damages, disgorgement of profits, and attorney's fees.\n\n**Procedural Status and Key Dates:** The dispute is currently in the pre-litigation stage, with a deadline of September 27, 2025, for Quantum Solutions to comply with Innovate's demands.\n\n**Jurisdiction and Applicable Law:** The dispute is governed by the Trade Marks Act 1994 and the laws of the United Kingdom.\n\n**Settlement Possibilities and Outcomes:** The dispute may be resolved through compliance with Innovate's demands, or it may proceed to litigation, potentially resulting in injunctive relief, damages, and other legal remedies.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251009150138ba8f4a36f54d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251009150138ba8f4a36f54d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T150403Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=42b0de5d2fd7b9941ab17b6edca2b68693fe204e8502070687e8f51ae49aa422"}}
{"id": "summ2025100915040917d9a59c9406", "timestamp": "2025-10-09T15:04:09.003474+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T15:04:09.003474+00:00", "updated_at": "2025-10-09T15:04:09.003474+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100915040917d9a59c9406", "timestamp": "2025-10-09T15:06:17.263279+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915040917d9a59c9406.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915040917d9a59c9406.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T150618Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=50338d9a989e54fde3ed0c9b911f472fe2e2e80206209c523d5c4cebf74ed726", "created_at": "2025-10-09T15:04:09.003474+00:00", "updated_at": "2025-10-09T15:06:17.263279+00:00", "finished_at": "2025-10-09T15:06:17.263279+00:00", "duration_ms": 128259, "error_message": null, "output": {"process_id": "summ2025100915040917d9a59c9406", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Non-Disclosure Agreement (NDA)\n* Parties involved:\n\t+ Disclosing Party: Innovate Solutions Inc.\n\t+ Receiving Party: Future Ventures LLC\n\n**Key Terms and Conditions**\n\n* Purpose: Explore a potential business relationship and disclose confidential information\n* Definition of Confidential Information: Non-public information, including trade secrets, business plans, and financial data\n* Exclusions: Information that is publicly available, known to the Receiving Party prior to disclosure, independently developed, or rightfully received from a third party\n\n**Payment Terms and Financial Obligations**\n\n* None mentioned in this agreement\n\n**Performance Requirements and Deliverables**\n\n* None mentioned in this agreement\n\n**Important Dates**\n\n* Effective date: September 15, 2025\n* Termination date: After three (3) years from the effective date, or upon mutual written consent\n\n**Termination and Breach Conditions**\n\n* Termination: Mutual written consent or after three (3) years from the effective date\n* Breach: Failure to hold Confidential Information in strict confidence or disclose it to a third party without prior written consent\n\n**Risk Factors and Liability Issues**\n\n* The Receiving Party is liable for any breach of the agreement, including unauthorized disclosure of Confidential Information\n* The obligation to protect Confidential Information survives termination of the agreement for a period of three (3) years", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915040917d9a59c9406.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915040917d9a59c9406.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T150618Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=50338d9a989e54fde3ed0c9b911f472fe2e2e80206209c523d5c4cebf74ed726"}}
{"id": "summ2025100915143264d28a827d0b", "timestamp": "2025-10-09T15:14:32.198413+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-09T15:14:32.198413+00:00", "updated_at": "2025-10-09T15:14:32.198413+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025100915143264d28a827d0b", "timestamp": "2025-10-09T15:14:43.054247+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915143264d28a827d0b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915143264d28a827d0b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151443Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c9b64bfe209c34954627e3895e2eb00862dc772c70494beb6a2c6736e497c4fe", "created_at": "2025-10-09T15:14:32.198413+00:00", "updated_at": "2025-10-09T15:14:43.054247+00:00", "finished_at": "2025-10-09T15:14:43.054247+00:00", "duration_ms": 10855, "error_message": null, "output": {"process_id": "summ2025100915143264d28a827d0b", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe parties wish to explore a potential business relationship. In connection with this Relationship, the Disclosing Party may need to disclose certain confidential and proprietary information to the Receiving Party. \"Confidential Information\" includes but not limited to trade secrets, business plans, financial data, customer lists, software code, and any other information marked as confidential. Present the summary in a structured format for quick contract review.\n\nThe obligation to protect Confidential Information shall survive the termination of this Agreement for a period of three (3) years. No License: Nothing in this Agreement shall be construed as granting any rights, licenses, or title to the Confidential information to the Receiving Party.\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Non-Disclosure Agreement\n* Parties involved:\n\t+ Disclosing Party: Innovate Solutions Inc.\n\t+ Receiving Party: Future Ventures LLC\n\n**Key Terms and Conditions**\n\n* Purpose: Explore a potential business relationship\n* Definition of Confidential Information: Non-public information, including trade secrets, business plans, financial data, etc.\n* Exclusions from Confidential Information: Information that is publicly available, known to the Receiving Party prior to disclosure, independently developed, or rightfully received from a third party\n\n**Payment Terms and Financial Obligations**\n\n* None mentioned in this agreement\n\n**Performance Requirements and Deliverables**\n\n* None mentioned in this agreement\n\n**Important Dates**\n\n* Effective date: September 15, 2025\n* Termination date: Three years from the effective date\n\n**Termination and Breach Conditions**\n\n* Termination: By mutual written consent\n* Survival of obligations: The obligation to protect Confidential Information shall survive the termination of this Agreement for a period of three years\n\n**Risk Factors and Liability Issues**\n\n* The Receiving Party agrees to hold Confidential Information in strict confidence and not disclose it to any third party without the Disclosing Party's prior written consent\n* The Receiving Party agrees to use the Confidential Information solely for the purpose of the Relationship\n* The Receiving Party agrees to take all reasonable measures to protect the Confidential Information", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915143264d28a827d0b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915143264d28a827d0b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151443Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c9b64bfe209c34954627e3895e2eb00862dc772c70494beb6a2c6736e497c4fe"}}
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{"id": "summ2025100915160012fb6db8460a", "timestamp": "2025-10-09T15:16:10.143999+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915160012fb6db8460a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915160012fb6db8460a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151610Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=1346dc45dc67c9cf5b521393048914bff1d39ec8b609cbe6aa99d256476d1352", "created_at": "2025-10-09T15:16:00.001312+00:00", "updated_at": "2025-10-09T15:16:10.143999+00:00", "finished_at": "2025-10-09T15:16:10.143999+00:00", "duration_ms": 10142, "error_message": null, "output": {"process_id": "summ2025100915160012fb6db8460a", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe parties wish to explore a potential business relationship. In connection with this Relationship, the Disclosing Party may need to disclose certain confidential and proprietary information to the Receiving Party. \"Confidential Information\" includes but not limited to trade secrets, business plans, financial data, customer lists, software code, and any other information marked as confidential. Present the summary in a structured format for quick contract review.\n\nThe obligation to protect Confidential Information shall survive the termination of this Agreement for a period of three (3) years. No License: Nothing in this Agreement shall be construed as granting any rights, licenses, or title to the Confidential information to the Receiving Party.\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the contract:\n\n**Contract Type and Parties Involved**\n\n* **Contract Type:** Non-Disclosure Agreement (NDA)\n* **Parties Involved:**\n\t+ **Disclosing Party:** Innovate Solutions Inc. (123 Technology Drive, San Francisco, CA 94103)\n\t+ **Receiving Party:** Future Ventures LLC (456 Innovation Lane, Mountain View, CA 94043)\n\n**Key Terms and Conditions**\n\n* Purpose: Explore a potential business relationship (Relationship)\n* Confidential Information: Non-public information, including trade secrets, business plans, financial data, customer lists, software code, and other information marked as \"Confidential\"\n* Exclusions: Information that is publicly available, known to Receiving Party prior to disclosure, independently developed, or received from a third party without a duty of confidentiality\n\n**Payment Terms and Financial Obligations**\n\n* No payment terms or financial obligations mentioned in the contract\n\n**Performance Requirements and Deliverables**\n\n* None mentioned in the contract\n\n**Important Dates (Start, End, Milestones)**\n\n* **Start Date:** September 15, 2025\n* **End Date:** Until Confidential Information is no longer confidential or the agreement is terminated by mutual written consent\n* **Milestones:** None mentioned in the contract\n\n**Termination and Breach Conditions**\n\n* Termination: Mutual written consent or when Confidential Information is no longer confidential\n* Breach Conditions: Failure to hold Confidential Information in confidence, disclose it to third parties, or use it for unauthorized purposes\n\n**Risk Factors and Liability Issues**\n\n* Receiving Party is liable for any breach of the agreement\n* Obligation to protect Confidential Information survives termination for 3 years", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025100915160012fb6db8460a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025100915160012fb6db8460a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151610Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=1346dc45dc67c9cf5b521393048914bff1d39ec8b609cbe6aa99d256476d1352"}}
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{"id": "summ202510091516360a3066df3f46", "timestamp": "2025-10-09T15:16:45.975588+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "sample_doc.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091516360a3066df3f46.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091516360a3066df3f46.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151646Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7e3bd402eb3ae99ceea068e9182c0f5a9faac534b16a22a72a97c2df92f22ecf", "created_at": "2025-10-09T15:16:36.172747+00:00", "updated_at": "2025-10-09T15:16:45.975588+00:00", "finished_at": "2025-10-09T15:16:45.975588+00:00", "duration_ms": 9802, "error_message": null, "output": {"process_id": "summ202510091516360a3066df3f46", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe parties wish to explore a potential business relationship. In connection with this Relationship, the Disclosing Party may need to disclose certain confidential and proprietary information to the Receiving Party. \"Confidential Information\" includes but not limited to trade secrets, business plans, financial data, customer lists, software code, and any other information marked as confidential. Present the summary in a structured format for quick contract review.\n\nThe obligation to protect Confidential Information shall survive the termination of this Agreement for a period of three (3) years. No License: Nothing in this Agreement shall be construed as granting any rights, licenses, or title to the Confidential information to the Receiving Party.\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved**\n\n* Contract Type: Non-Disclosure Agreement (NDA)\n* Parties Involved:\n\t+ Disclosing Party: Innovate Solutions Inc.\n\t+ Receiving Party: Future Ventures LLC\n\n**Key Terms and Conditions**\n\n* Purpose: Explore a potential business relationship\n* Definition of Confidential Information: Non-public information, including trade secrets, business plans, financial data, customer lists, software code, and other sensitive information\n* Exclusions from Confidential Information: Information that is publicly available, already known to the Receiving Party, independently developed, or received from a third party without a duty of confidentiality\n\n**Payment Terms and Financial Obligations**\n\n* None specified in the agreement\n\n**Performance Requirements and Deliverables**\n\n* The Receiving Party must:\n\t+ Hold Confidential Information in strict confidence\n\t+ Use Confidential Information solely for the purpose of the Relationship\n\t+ Protect Confidential Information with reasonable measures\n\n**Important Dates (Start, End, Milestones)**\n\n* Effective Date: September 15, 2025\n* Term: Until Confidential Information is no longer confidential or terminated by mutual written consent\n* Survival of Obligations: 3 years after termination\n\n**Termination and Breach Conditions**\n\n* Termination: By mutual written consent\n* Breach Conditions:\n\t+ Failure to protect Confidential Information\n\t+ Unauthorized disclosure of Confidential Information\n\n**Risk Factors and Liability Issues**\n\n* The Receiving Party is liable for any unauthorized disclosure or breach of confidentiality\n* The Disclosing Party retains ownership and title to the Confidential Information", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510091516360a3066df3f46.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510091516360a3066df3f46.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251009%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251009T151646Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7e3bd402eb3ae99ceea068e9182c0f5a9faac534b16a22a72a97c2df92f22ecf"}}
{"id": "summ20251011074941aebdc5cc9d7f", "timestamp": "2025-10-11T07:49:41.036505+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T07:49:41.036505+00:00", "updated_at": "2025-10-11T07:49:41.036505+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251011074941aebdc5cc9d7f", "timestamp": "2025-10-11T07:49:54.830159+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011074941aebdc5cc9d7f.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011074941aebdc5cc9d7f.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T074955Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c3de2dfa8b259a29fbf9c9c8158093f2a044c7060fb9972a99f536153128c91a", "created_at": "2025-10-11T07:49:41.036505+00:00", "updated_at": "2025-10-11T07:49:54.830159+00:00", "finished_at": "2025-10-11T07:49:54.830159+00:00", "duration_ms": 13793, "error_message": null, "output": {"process_id": "summ20251011074941aebdc5cc9d7f", "status": "completed", "result": "=== Summary from bart_cnn ===\nHirenShah, M.D. (OMLT, BMLT) (MD, Pathologist) (Mb,Pathologist) e Generatedon:02Dec,202X05:00PM Page1of1 SMeet(O)IONPAY-\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nThe report is from Dr. Logy Pathology Lab, Mumbai, and is for a 21-year-old male patient. The report is for a Complete Blood Count (CBC) investigation, which includes a complete blood count and differential count. The results show:\n\n* Hemoglobin level: 12.5 g/dL (low), normal range 13.0-17.0 g/dL\n* Red Blood Cell count: 5.2 million/cumm (normal range 4.5-5.5 million/cumm)\n* Packed Cell Volume: 57.5% (high), normal range 40-50%\n* White Blood Cell count: 9,000 cumm (normal range 4,000-11,000 cumm)\n* Differential count: Neutrophils 60%, Lymphocytes 31%, Eosinophils 1%, Monocytes 7%, Basophils 1%\n* Platelet count: 320,000 cumm (normal range 150,000-410,000 cumm)\n\nThe report is signed by Dr. Payal Shah and Dr. Vimal Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011074941aebdc5cc9d7f.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011074941aebdc5cc9d7f.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T074955Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c3de2dfa8b259a29fbf9c9c8158093f2a044c7060fb9972a99f536153128c91a"}}
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{"id": "summ20251011075000024b0d66e772", "timestamp": "2025-10-11T07:50:09.995836+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011075000024b0d66e772.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011075000024b0d66e772.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T075010Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5b1f45918fda87220619e79e7bd1e535abe259d5cc1bbfea9f77dc5382512082", "created_at": "2025-10-11T07:50:00.734105+00:00", "updated_at": "2025-10-11T07:50:09.995836+00:00", "finished_at": "2025-10-11T07:50:09.995836+00:00", "duration_ms": 9261, "error_message": null, "output": {"process_id": "summ20251011075000024b0d66e772", "status": "completed", "result": "=== Summary from bart_cnn ===\nHirenShah, M.D. (OMLT, BMLT) (MD, Pathologist) (Mb,Pathologist) e Generatedon:02Dec,202X05:00PM Page1of1 SMeet(O)IONPAY-\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nThe report is from Drlogy Pathology Lab, dated December 2, 2022. The patient is a 21-year-old male who has undergone a Complete Blood Count (CBC) test. The results show:\n\n* Hemoglobin level: 12.5 g/dL (low range: 13.0-17.0 g/dL)\n* Total RBC count: 5.2 mill/cumm (normal range: 4.5-5.5 mill/cumm)\n* Packed Cell Volume (PCV): 57.5 % (high range: 40-50 %)\n* Mean Corpuscular Volume (MCV): 87.75 fl (normal range: 83-101 fl)\n* White Blood Cell (WBC) count: 9000 cumm (normal range: 4000-11000 cumm)\n* Differential count: Neutrophils 60 %, Lymphocytes 31 %, Eosinophils 1 %, Monocytes 7 %, Basophils 1 %\n* Absolute counts: Neutrophils 6000 cells/meL, Lymphocytes 3100 cells/meL, Eosinophils 100 cells/mcL, Monocytes 700 cells/mcL, Basophils 100 cells/mcL\n* Platelet count: 320000 cumm (normal range: 150000-410000 cumm)\n\nThe report is signed by Dr. Payal Shah and Dr. Vimal Shah, with a note that the patient's sample was collected on December 2, 2022, at 3:11 PM.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011075000024b0d66e772.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011075000024b0d66e772.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T075010Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5b1f45918fda87220619e79e7bd1e535abe259d5cc1bbfea9f77dc5382512082"}}
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{"id": "summ202510110823048046315f459a", "timestamp": "2025-10-11T08:23:13.847684+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "medical_report.txt", "input_type": "file", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "table", "describe", "summarize"], "input_file_path": "https://point9ml.s3.amazonaws.com/documents/medical_report.txt?response-content-type=text%2Fplain&response-content-disposition=attachment%3B%20filename%3D%22medical_report.txt%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082304Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bf122afcf6c6ac5280bd6199b367fac0680b4592d4ac6edaaa17e42c5f7d6446", "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510110823048046315f459a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510110823048046315f459a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082314Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=48f5e20dd4ef9216c15c826790ebce80072883f39487a71ff9c15a1b8e7d512f", "created_at": "2025-10-11T08:23:04.013150+00:00", "updated_at": "2025-10-11T08:23:13.847684+00:00", "finished_at": "2025-10-11T08:23:13.847684+00:00", "duration_ms": 9834, "error_message": null, "output": {"process_id": "summ202510110823048046315f459a", "status": "completed", "result": "=== Summary from bart_cnn ===\nCNN.com will feature iReporter photos in a weekly Travel Snapshots gallery. Visit CNN.com/Travel each week for a new gallery of snapshots.\n\n=== Summary from llama3 ===\nI apologize, but you haven't provided any text for me to summarize. Please provide the text you'd like me to summarize, and I'll be happy to help!", "input_file_path": "https://point9ml.s3.amazonaws.com/documents/medical_report.txt?response-content-type=text%2Fplain&response-content-disposition=attachment%3B%20filename%3D%22medical_report.txt%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082304Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bf122afcf6c6ac5280bd6199b367fac0680b4592d4ac6edaaa17e42c5f7d6446", "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510110823048046315f459a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510110823048046315f459a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082314Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=48f5e20dd4ef9216c15c826790ebce80072883f39487a71ff9c15a1b8e7d512f"}}
{"id": "summ2025101108241100f3287b6814", "timestamp": "2025-10-11T08:24:11.468069+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T08:24:11.468069+00:00", "updated_at": "2025-10-11T08:24:11.468069+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025101108241100f3287b6814", "timestamp": "2025-10-11T08:24:16.343773+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025101108241100f3287b6814.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025101108241100f3287b6814.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082417Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bffc382133002b807c090df5b7b462c8ee3f6650dfdc1c743ab3ca9240e6ff4c", "created_at": "2025-10-11T08:24:11.468069+00:00", "updated_at": "2025-10-11T08:24:16.343773+00:00", "finished_at": "2025-10-11T08:24:16.343773+00:00", "duration_ms": 4875, "error_message": null, "output": {"process_id": "summ2025101108241100f3287b6814", "status": "completed", "result": "=== Summary from bart_cnn ===\nHemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0) Packed Cell Volume (PCV): 57.5 % (High, refs 40-50) Normal Results Include: - Total RBC count:\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nA 21-year-old male patient, Yash M. Patel, underwent a Complete Blood Count (CBC) test with 19 results, 2 of which were abnormal. The abnormal results were: \n\n* Low hemoglobin (12.5 g/dL, normal range 13.0-17.0 g/dL)\n* High packed cell volume (PCV) 57.5%, normal range 40-50%\n\nThe normal results included a total RBC count of 5.2 million/cumm and a platelet count of 320,000/cumm. The report was issued by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025101108241100f3287b6814.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025101108241100f3287b6814.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082417Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=bffc382133002b807c090df5b7b462c8ee3f6650dfdc1c743ab3ca9240e6ff4c"}}
{"id": "summ20251011082654eb060b40dc71", "timestamp": "2025-10-11T08:26:54.768188+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T08:26:54.768188+00:00", "updated_at": "2025-10-11T08:26:54.768188+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251011082654eb060b40dc71", "timestamp": "2025-10-11T08:26:58.828884+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011082654eb060b40dc71.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011082654eb060b40dc71.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082659Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=905e1e5f5d66af5bb3e77bcea4b64d3cedc024dc13487f0239df1563ccf0bbd6", "created_at": "2025-10-11T08:26:54.768188+00:00", "updated_at": "2025-10-11T08:26:58.828884+00:00", "finished_at": "2025-10-11T08:26:58.828884+00:00", "duration_ms": 4060, "error_message": null, "output": {"process_id": "summ20251011082654eb060b40dc71", "status": "completed", "result": "=== Summary from bart_cnn ===\nLab Tests: 19 total (17 normal, 2 abnormal) Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0) Packed Cell Volume (PCV): 57.5 % (High, ref- 40-50\n\n=== Summary from llama3 ===\nHere is a concise summary of the text:\n\nPatient Yash M. Patel (21-year-old male) had laboratory tests at DRLOGY PATHOLOGY LAB, with 2 abnormal results: low hemoglobin (12.5 g/dL) and high packed cell volume (57.5%).", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011082654eb060b40dc71.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011082654eb060b40dc71.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082659Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=905e1e5f5d66af5bb3e77bcea4b64d3cedc024dc13487f0239df1563ccf0bbd6"}}
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{"id": "summ202510110828442b1ea9f302c7", "timestamp": "2025-10-11T08:28:49.764989+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510110828442b1ea9f302c7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510110828442b1ea9f302c7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082850Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=8bc09672be8461e4f1bcde1794ea5a07170e10bec17a906955a7db1663e440be", "created_at": "2025-10-11T08:28:44.154550+00:00", "updated_at": "2025-10-11T08:28:49.764989+00:00", "finished_at": "2025-10-11T08:28:49.764989+00:00", "duration_ms": 5610, "error_message": null, "output": {"process_id": "summ202510110828442b1ea9f302c7", "status": "completed", "result": "=== Summary from bart_cnn ===\nLab Tests: 19 total (17 normal, 2 abnormal) Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0) Packed Cell Volume (PCV): 57.5 % (High, ref- 40-50\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had laboratory tests performed at DRLOGY PATHOLOGY LAB. Two out of 19 tests were abnormal: his hemoglobin level was 12.5 g/dL (low) and his packed cell volume was 57.5% (high). The report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510110828442b1ea9f302c7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510110828442b1ea9f302c7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T082850Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=8bc09672be8461e4f1bcde1794ea5a07170e10bec17a906955a7db1663e440be"}}
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{"id": "summ20251011091541e98e81a89fb5", "timestamp": "2025-10-11T09:15:41.672673+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T09:15:41.672673+00:00", "updated_at": "2025-10-11T09:15:41.672673+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251011091541e98e81a89fb5", "timestamp": "2025-10-11T09:15:46.325995+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011091541e98e81a89fb5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011091541e98e81a89fb5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T091547Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5977eeff67e27994c91a00a44b60e5206a50eabf0a77ad1369a8244765c2187b", "created_at": "2025-10-11T09:15:41.672673+00:00", "updated_at": "2025-10-11T09:15:46.325995+00:00", "finished_at": "2025-10-11T09:15:46.325995+00:00", "duration_ms": 4653, "error_message": null, "output": {"process_id": "summ20251011091541e98e81a89fb5", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nA 21-year-old male patient, Yash M. Patel, had lab tests performed at DRLOGY PATHOLOGY LAB. The results showed 3 abnormal tests: low hemoglobin (12.5 g/dL), high packed cell volume (57.5%), and low total white blood cell count (2.24 cells/cumm).", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011091541e98e81a89fb5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011091541e98e81a89fb5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T091547Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5977eeff67e27994c91a00a44b60e5206a50eabf0a77ad1369a8244765c2187b"}}
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{"id": "summ20251011092539c5dbf43d8ed3", "timestamp": "2025-10-11T09:25:44.631743+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011092539c5dbf43d8ed3.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011092539c5dbf43d8ed3.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T092545Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f26140777fbe3e504801a293c64ecc680c4f2a88fb0b93b2f5f27d204f14b2b2", "created_at": "2025-10-11T09:25:39.109662+00:00", "updated_at": "2025-10-11T09:25:44.631743+00:00", "finished_at": "2025-10-11T09:25:44.631743+00:00", "duration_ms": 5522, "error_message": null, "output": {"process_id": "summ20251011092539c5dbf43d8ed3", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male (ID: 555), underwent a laboratory test at DRLOGY PATHOLOGY LAB. The results showed 3 abnormal tests out of 19 total tests: \n\n* Low hemoglobin (12.5 g/dL)\n* High packed cell volume (57.5%)\n* Low total white blood cell count (2.24 cells/mcL)\n\nThe report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011092539c5dbf43d8ed3.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011092539c5dbf43d8ed3.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T092545Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f26140777fbe3e504801a293c64ecc680c4f2a88fb0b93b2f5f27d204f14b2b2"}}
{"id": "summ20251011092813b2190eac5349", "timestamp": "2025-10-11T09:28:13.228850+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T09:28:13.228850+00:00", "updated_at": "2025-10-11T09:28:13.228850+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251011092813b2190eac5349", "timestamp": "2025-10-11T09:28:18.054329+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011092813b2190eac5349.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011092813b2190eac5349.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T092818Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=2468fce28ba8257455ba119fea3cd5d423b81223467dc966ca06fab571240970", "created_at": "2025-10-11T09:28:13.228850+00:00", "updated_at": "2025-10-11T09:28:18.054329+00:00", "finished_at": "2025-10-11T09:28:18.054329+00:00", "duration_ms": 4825, "error_message": null, "output": {"process_id": "summ20251011092813b2190eac5349", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin was 12.5 g/dL.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nPatient Yash M. Patel (21 years old, male) had lab tests done at DRLOGY PATHOLOGY LAB. Three out of 19 tests were abnormal:\n\n* Hemoglobin (Hb) was low at 12.5 g/dL (normal range: 13.0-17.0 g/dL)\n* Packed Cell Volume (PCV) was high at 57.5% (normal range: 40-50%)\n* Total WBC count was low at 2240 cells/cumm (normal range: 4000-10000 cells/cumm)\n\nThe results were reported by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011092813b2190eac5349.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011092813b2190eac5349.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T092818Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=2468fce28ba8257455ba119fea3cd5d423b81223467dc966ca06fab571240970"}}
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{"id": "summ20251011093152f6c2ab2a4ec6", "timestamp": "2025-10-11T09:32:01.923997+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011093152f6c2ab2a4ec6.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011093152f6c2ab2a4ec6.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T093202Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c4b83ed6a27c77c31cee1862c30852d00a4674ca300f59527efba473c35164bc", "created_at": "2025-10-11T09:31:52.899361+00:00", "updated_at": "2025-10-11T09:32:01.923997+00:00", "finished_at": "2025-10-11T09:32:01.923997+00:00", "duration_ms": 9024, "error_message": null, "output": {"process_id": "summ20251011093152f6c2ab2a4ec6", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests conducted at DRLOGY PATHOLOGY LAB. Three tests showed abnormal results: hemoglobin (12.5 g/dL, low), packed cell volume (57.5%, high), and total white blood cell count (2240/cumm, low). The report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011093152f6c2ab2a4ec6.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011093152f6c2ab2a4ec6.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T093202Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=c4b83ed6a27c77c31cee1862c30852d00a4674ca300f59527efba473c35164bc"}}
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{"id": "summ20251011094825f7c4636629d2", "timestamp": "2025-10-11T09:48:37.277396+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011094825f7c4636629d2.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011094825f7c4636629d2.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T094838Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c814ff775de12d66b8e63279b9ef4d7f9e2ea298c6c0d2815307b961d505780", "created_at": "2025-10-11T09:48:25.724481+00:00", "updated_at": "2025-10-11T09:48:37.277396+00:00", "finished_at": "2025-10-11T09:48:37.277396+00:00", "duration_ms": 11552, "error_message": null, "output": {"process_id": "summ20251011094825f7c4636629d2", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise summary of the laboratory report:\n\n**Patient:** Yash M. Patel, 21-year-old male (Patient ID: 555)\n\n**Lab Results:** 3 abnormal out of 19 tests:\n\n1. **Low Hemoglobin (Hb):** 12.5 g/dL (normal range: 13.0-17.0 g/dL)\n2. **High Packed Cell Volume (PCV):** 57.5% (normal range: 40-50%)\n3. **Low White Blood Cell (WBC) count:** 2.24/cumm (normal range: 4000-10000/cumm)\n\n**Reporting Physician:** Dr. Hiren Shah, DRLOGY PATHOLOGY LAB.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011094825f7c4636629d2.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011094825f7c4636629d2.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T094838Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c814ff775de12d66b8e63279b9ef4d7f9e2ea298c6c0d2815307b961d505780"}}
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{"id": "summ20251011094936b7e9c118c1ce", "timestamp": "2025-10-11T09:49:41.404459+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011094936b7e9c118c1ce.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011094936b7e9c118c1ce.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T094942Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=24912c42f09e916b29a7d7ed217931608d7f55a31dc74c504f9bc4cb68a0c0cb", "created_at": "2025-10-11T09:49:36.076639+00:00", "updated_at": "2025-10-11T09:49:41.404459+00:00", "finished_at": "2025-10-11T09:49:41.404459+00:00", "duration_ms": 5327, "error_message": null, "output": {"process_id": "summ20251011094936b7e9c118c1ce", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests conducted at DRLOGY PATHOLOGY LAB. Three tests yielded abnormal results: low hemoglobin (12.5 g/dL), high packed cell volume (57.5%), and low total white blood cell count (2.24 x10^3/mcL). The report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011094936b7e9c118c1ce.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011094936b7e9c118c1ce.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T094942Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=24912c42f09e916b29a7d7ed217931608d7f55a31dc74c504f9bc4cb68a0c0cb"}}
{"id": "summ20251011095325d8f28630412b", "timestamp": "2025-10-11T09:53:25.915071+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T09:53:25.915071+00:00", "updated_at": "2025-10-11T09:53:25.915071+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251011095325d8f28630412b", "timestamp": "2025-10-11T09:53:34.660942+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011095325d8f28630412b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011095325d8f28630412b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T095335Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=296807dfd0c371a0b6e425855dc2b1cff27729d34b83c9b3678e9ad4ccd3e536", "created_at": "2025-10-11T09:53:25.915071+00:00", "updated_at": "2025-10-11T09:53:34.660942+00:00", "finished_at": "2025-10-11T09:53:34.660942+00:00", "duration_ms": 8745, "error_message": null, "output": {"process_id": "summ20251011095325d8f28630412b", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests done at DRLOGY PATHOLOGY LAB. Three tests showed abnormal results: hemoglobin (12.5 g/dL, low), packed cell volume (57.5%, high), and total white blood cell count (2.24 cells/cumm, low). The report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011095325d8f28630412b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011095325d8f28630412b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T095335Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=296807dfd0c371a0b6e425855dc2b1cff27729d34b83c9b3678e9ad4ccd3e536"}}
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{"id": "summ20251011100205f920339818b5", "timestamp": "2025-10-11T10:02:14.248237+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011100205f920339818b5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011100205f920339818b5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T100215Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f0558d017b2a3ccb098794e79773aa3d92056b956915b56c66ef82b9fb41b5b8", "created_at": "2025-10-11T10:02:05.524947+00:00", "updated_at": "2025-10-11T10:02:14.248237+00:00", "finished_at": "2025-10-11T10:02:14.248237+00:00", "duration_ms": 8723, "error_message": null, "output": {"process_id": "summ20251011100205f920339818b5", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests performed at DRLOGY PATHOLOGY LAB. Three tests showed abnormal results: hemoglobin level was low (12.5 g/dL, reference range 13.0-17.0), packed cell volume was high (57.5%, reference range 40-50), and total white blood cell count was low (2.24 x10^3/cumm, reference range 4.0-10.0). The report was issued by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011100205f920339818b5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011100205f920339818b5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T100215Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f0558d017b2a3ccb098794e79773aa3d92056b956915b56c66ef82b9fb41b5b8"}}
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{"id": "summ202510111022494de83dd1d62d", "timestamp": "2025-10-11T10:22:49.044586+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-11T10:22:49.044586+00:00", "updated_at": "2025-10-11T10:22:49.044586+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ202510111022494de83dd1d62d", "timestamp": "2025-10-11T10:22:55.544952+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510111022494de83dd1d62d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510111022494de83dd1d62d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T102256Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=eea78d1e1bec67f33599b99773d3a01e749c6b23cfc140ae52b9f66ea988cc89", "created_at": "2025-10-11T10:22:49.044586+00:00", "updated_at": "2025-10-11T10:22:55.544952+00:00", "finished_at": "2025-10-11T10:22:55.544952+00:00", "duration_ms": 6500, "error_message": null, "output": {"process_id": "summ202510111022494de83dd1d62d", "status": "completed", "result": "=== Summary from bart_cnn ===\nYash M. Patel, 21, was admitted to DRLOGY PATHOLOGY LAB. He had 19 lab tests, 16 normal, 3 abnormal. Hemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests performed at DRLOGY PATHOLOGY LAB. Three tests yielded abnormal results: hemoglobin (12.5 g/dL, low), packed cell volume (57.5%, high), and total WBC count (2.24 x10^3/cumm, low). The report was issued by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510111022494de83dd1d62d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510111022494de83dd1d62d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T102256Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=eea78d1e1bec67f33599b99773d3a01e749c6b23cfc140ae52b9f66ea988cc89"}}
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{"id": "summ20251011102652476dbeb261ad", "timestamp": "2025-10-11T10:27:54.762062+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011102652476dbeb261ad.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011102652476dbeb261ad.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T102755Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=253880bbc1e683e53c624eb203a20203e9d709ef2bfccfb19f6da94330aea3bf", "created_at": "2025-10-11T10:26:52.092414+00:00", "updated_at": "2025-10-11T10:27:54.762062+00:00", "finished_at": "2025-10-11T10:27:54.762062+00:00", "duration_ms": 62669, "error_message": null, "output": {"process_id": "summ20251011102652476dbeb261ad", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] HTTPSConnectionPool(host='api-inference.huggingface.co', port=443): Read timed out. (read timeout=60)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests performed at DRLOGY PATHOLOGY LAB. Three tests showed abnormal results: low hemoglobin (12.5 g/dL), high packed cell volume (57.5%), and low total WBC count (2.24 cummm). The report was issued by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011102652476dbeb261ad.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011102652476dbeb261ad.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T102755Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=253880bbc1e683e53c624eb203a20203e9d709ef2bfccfb19f6da94330aea3bf"}}
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{"id": "summ2025101111260341d6bd8c3e65", "timestamp": "2025-10-11T11:26:09.626224+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025101111260341d6bd8c3e65.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025101111260341d6bd8c3e65.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T112610Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c245fc2207b1ff40f66c918bb5e90d6b8cee3c7274925900eb57a9cb86d2a60", "created_at": "2025-10-11T11:26:03.718268+00:00", "updated_at": "2025-10-11T11:26:09.626224+00:00", "finished_at": "2025-10-11T11:26:09.626224+00:00", "duration_ms": 5907, "error_message": null, "output": {"process_id": "summ2025101111260341d6bd8c3e65", "status": "completed", "result": "=== Summary from bart_cnn ===\nHemoglobin (Hb): 12.5 g/dL (Low, ref: 13.0-17.0) Packed Cell Volume (PCV): 57.5 % (High, ref- 40-50) Total WBC count: 2.24 cumm\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nPatient Yash M. Patel, a 21-year-old male, had 19 lab tests performed at DRLOGY PATHOLOGY LAB. The results showed 3 abnormal values: low hemoglobin (12.5 g/dL), high packed cell volume (57.5%), and low total WBC count (2.24 cumm). The report was issued by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025101111260341d6bd8c3e65.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025101111260341d6bd8c3e65.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T112610Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c245fc2207b1ff40f66c918bb5e90d6b8cee3c7274925900eb57a9cb86d2a60"}}
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{"id": "summ202510111400041d32071c8f34", "timestamp": "2025-10-11T14:00:26.530233+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "SampleContract-Shuttle.pdf", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510111400041d32071c8f34.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510111400041d32071c8f34.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T140027Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=870d52eb10a53b8d529fe71c94d828206658e0a114107e5b334c4877602fa7fc", "created_at": "2025-10-11T14:00:04.932497+00:00", "updated_at": "2025-10-11T14:00:26.530233+00:00", "finished_at": "2025-10-11T14:00:26.530233+00:00", "duration_ms": 21597, "error_message": null, "output": {"process_id": "summ202510111400041d32071c8f34", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe contract is between the Santa Cruz County Regional Transportation Commission and a consultant. The consultant must exercise special skill to accomplish the following results in a manner reasonably satisfactory to the commission. The Consultant must provide the personnel listed below to perform the above-specified services, which persons are hereby designated as key personnel under this Agreement. No person named in paragraph B of this Section, or his or her successor, shall be removed or replaced by the consultant.\n\nB. Transportation and subsistence costs shall not exceed the rates authorized to employees under current U.S. General Service Administration rules. C. Reimbursable expenses will be billed by CONSULTANT and processed for payment upon approval of the Contract Manager. D. Progress payments will be made\n\n=== Summary from llama3 ===\nHere is a concise and structured summary of the contract:\n\n**Contract Type and Parties Involved**\n\n* Contract Type: Professional Services Agreement\n* Parties Involved:\n\t+ Santa Cruz County Regional Transportation Commission (Commission)\n\t+ Consultant (named in the contract)\n\n**Key Terms and Conditions**\n\n* Consultant agrees to provide professional services to accomplish specific results as specified in Exhibit A: Scope of Services\n* Consultant must provide key personnel and obtain Commission's prior written consent for any changes\n* Consultant must submit written progress reports and meet with Commission's Contract Manager as needed\n\n**Payment Terms and Financial Obligations**\n\n* Total payment not to exceed $______ for time and materials at rates set forth in Exhibit B: Fee Schedule\n* No reimbursement for overhead costs exceeding the rate set forth in the Fee Schedule\n* Transportation and subsistence costs not to exceed rates authorized under current U.S. General Service Administration rules\n* Reimbursable expenses will be billed and processed for payment upon approval of the Contract Manager\n* Progress payments will be made monthly in arrears based on satisfactory services and actual allowable incurred costs\n\n**Performance Requirements and Deliverables**\n\n* Consultant must accomplish specific results as specified in Exhibit A: Scope of Services\n* Consultant must provide personnel listed in the contract and obtain Commission's prior written consent for any changes\n\n**Important Dates**\n\n* Start date: Not specified\n* End date: Not specified\n* Milestones: Not specified\n\n**Termination and Breach Conditions**\n\n* Not specified\n\n**Risk Factors and Liability Issues**\n\n* Not specified\n\nNote: The contract does not specify important dates, termination and breach conditions, and risk factors and liability issues. It is recommended to review the full contract for these details.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510111400041d32071c8f34.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510111400041d32071c8f34.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T140027Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=870d52eb10a53b8d529fe71c94d828206658e0a114107e5b334c4877602fa7fc"}}
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{"id": "summ20251011154016d9d689f07b12", "timestamp": "2025-10-11T15:40:24.894241+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011154016d9d689f07b12.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011154016d9d689f07b12.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T154025Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5f98cfc36a37e018400583c9d3cba8c373db59b6797b60e93141a213ed1ea609", "created_at": "2025-10-11T15:40:16.694557+00:00", "updated_at": "2025-10-11T15:40:24.894241+00:00", "finished_at": "2025-10-11T15:40:24.894241+00:00", "duration_ms": 8199, "error_message": null, "output": {"process_id": "summ20251011154016d9d689f07b12", "status": "completed", "result": "=== Summary from bart_cnn ===\nLab Tests: 4 total (3 normal, 1 abnormal) Activated Partial Thromboplastin Time (APTT): 260 sec. (High, ref: 25-37)\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nA 21-year-old male patient, Vas M. Patel, had a laboratory report from DRLOGY PATHOLOGY.LAB. The report shows 4 lab tests, with 3 results being normal and 1 abnormal. The abnormal result is an Activated Partial Thromboplastin Time (APTT) of 260 seconds, which is above the normal range of 25-37 seconds. The report was signed by Dr. Hiren Shah.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251011154016d9d689f07b12.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251011154016d9d689f07b12.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251011%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251011T154025Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=5f98cfc36a37e018400583c9d3cba8c373db59b6797b60e93141a213ed1ea609"}}
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{"id": "summ202510172355516c070634744d", "timestamp": "2025-10-17T23:55:54.584023+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510172355516c070634744d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510172355516c070634744d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251017%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251017T235555Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=b14114d3715517cf46e5cd01f0486dc1a37c55683bf644516a797268cb857d55", "created_at": "2025-10-17T23:55:51.486445+00:00", "updated_at": "2025-10-17T23:55:54.584023+00:00", "finished_at": "2025-10-17T23:55:54.584023+00:00", "duration_ms": 3097, "error_message": null, "output": {"process_id": "summ202510172355516c070634744d", "status": "completed", "result": "=== Summary from bart_cnn ===\nArtificial intelligence is transforming industries by enabling machines to learn, reason, and act autonomously. Natural Language Processing, a subset of AI, focuses on the interaction between computers and human language.\n\n=== Summary from llama3 ===\nHere is a concise summary of the text:\n\nArtificial intelligence is revolutionizing industries through autonomous machines, with Natural Language Processing being a key subset that enables computers to interact with human language.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510172355516c070634744d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510172355516c070634744d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251017%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251017T235555Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=b14114d3715517cf46e5cd01f0486dc1a37c55683bf644516a797268cb857d55"}}
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{"id": "summ202510180036561726e540fdea", "timestamp": "2025-10-18T00:36:59.982539+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510180036561726e540fdea.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510180036561726e540fdea.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251018%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251018T003700Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7d014ed85bd2f703e0426efadb4524b1f09ed07abf00e47b1cda5117484fdb8a", "created_at": "2025-10-18T00:36:56.557707+00:00", "updated_at": "2025-10-18T00:36:59.982539+00:00", "finished_at": "2025-10-18T00:36:59.982539+00:00", "duration_ms": 3424, "error_message": null, "output": {"process_id": "summ202510180036561726e540fdea", "status": "completed", "result": "=== Summary from bart_cnn ===\nA hybrid retrieval system combines the strengths of two or more different search techniques. Lexical search is precise and excellent for matching specific acronyms, names, or codes. Semantic search is powerful for understanding the intent or meaning behind a query, even if the exact words aren't used.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nMachine learning is a field of artificial intelligence that uses data to improve performance on specific tasks. It builds models from training data to make predictions or decisions without explicit programming. Machine learning is applied in various areas, including medicine, email filtering, and computer vision. A hybrid retrieval system combines keyword-based and semantic search techniques to achieve superior relevance and provide results that are both precise and contextually related to the user's query.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510180036561726e540fdea.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510180036561726e540fdea.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251018%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251018T003700Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7d014ed85bd2f703e0426efadb4524b1f09ed07abf00e47b1cda5117484fdb8a"}}
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{"id": "summ202510221635502209bba361dd", "timestamp": "2025-10-22T16:35:55.226061+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510221635502209bba361dd.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510221635502209bba361dd.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T163556Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=9ed93f45ffd90a8eee59756b8e2b7768ccc75d03da6b90b4beb85805544a0803", "created_at": "2025-10-22T16:35:50.726444+00:00", "updated_at": "2025-10-22T16:35:55.226061+00:00", "finished_at": "2025-10-22T16:35:55.226061+00:00", "duration_ms": 4499, "error_message": null, "output": {"process_id": "summ202510221635502209bba361dd", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nThe RAG pipeline enhances Large Language Models (LLMs) by providing relevant context from external sources. It combines keyword-based and semantic search for optimal results. Machine learning, which includes deep learning, is a field that uses data to \"learn\" and build methods, with deep learning using neural networks to analyze data.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510221635502209bba361dd.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510221635502209bba361dd.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T163556Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=9ed93f45ffd90a8eee59756b8e2b7768ccc75d03da6b90b4beb85805544a0803"}}
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{"id": "summ20251022164148a15f202e810b", "timestamp": "2025-10-22T16:41:51.044529+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251022164148a15f202e810b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251022164148a15f202e810b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T164151Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=176da11f0088b9eef6418cf56779fb44a0ead807bbd36904070256665c792db4", "created_at": "2025-10-22T16:41:48.291681+00:00", "updated_at": "2025-10-22T16:41:51.044529+00:00", "finished_at": "2025-10-22T16:41:51.044529+00:00", "duration_ms": 2752, "error_message": null, "output": {"process_id": "summ20251022164148a15f202e810b", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nThe RAG pipeline improves Large Language Models (LLMs) by providing them with relevant, factual context from external sources using a hybrid retrieval system that combines keyword-based search with semantic search for superior relevance.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251022164148a15f202e810b.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251022164148a15f202e810b.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T164151Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=176da11f0088b9eef6418cf56779fb44a0ead807bbd36904070256665c792db4"}}
{"id": "summ20251022164256da66d22e7844", "timestamp": "2025-10-22T16:42:56.489217+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-22T16:42:56.489217+00:00", "updated_at": "2025-10-22T16:42:56.489217+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251022164256da66d22e7844", "timestamp": "2025-10-22T16:43:00.018034+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251022164256da66d22e7844.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251022164256da66d22e7844.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T164300Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=48f885da707fe8522d4fcaeca157e286dd46642de7d9c4f4ecca555d2307cf03", "created_at": "2025-10-22T16:42:56.489217+00:00", "updated_at": "2025-10-22T16:43:00.018034+00:00", "finished_at": "2025-10-22T16:43:00.018034+00:00", "duration_ms": 3528, "error_message": null, "output": {"process_id": "summ20251022164256da66d22e7844", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nHere is a concise summary of the text:\n\nThe RAG pipeline enhances Large Language Models (LLMs) by providing relevant context from external sources. This is achieved through a hybrid retrieval system that combines keyword and semantic searches. Additionally, the text touches on machine learning, a field that involves building methods that learn from data, with deep learning being a subset that uses neural networks to analyze complex data.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251022164256da66d22e7844.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251022164256da66d22e7844.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251022%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251022T164300Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=48f885da707fe8522d4fcaeca157e286dd46642de7d9c4f4ecca555d2307cf03"}}
{"id": "summ20251023141607461845f975e1", "timestamp": "2025-10-23T14:16:07.318542+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-23T14:16:07.318542+00:00", "updated_at": "2025-10-23T14:16:07.318542+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251023141607461845f975e1", "timestamp": "2025-10-23T14:16:25.815511+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023141607461845f975e1.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023141607461845f975e1.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T141627Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=601e81c5cee647abe53b3dd7eae36b0b1e2669894a71540b79f10e742af4a85e", "created_at": "2025-10-23T14:16:07.318542+00:00", "updated_at": "2025-10-23T14:16:25.815511+00:00", "finished_at": "2025-10-23T14:16:25.815511+00:00", "duration_ms": 18496, "error_message": null, "output": {"process_id": "summ20251023141607461845f975e1", "status": "completed", "result": "=== Summary from bart_cnn ===\nTables: {'process_id': 'tabl202510231414158b3ab9f1b7f0', 'status': 'completed', 'result': '', 'type': 'tables', 'code': 'plumber', 'format': 'camelot', 'source': 'pdfplumber' });\n\nNoida is a small business based in London, England. The company has its headquarters in Noida. NoIDA is a member of the SME (Small Businesses) network. The firm has a turnover of around £1.5 billion. It has more than 100 employees. Noida has an annual turnover of more than £1 billion.\n\nBilling is done in the form of invoices and bills. Billing and invoicing is done using the SAP software. The SAP software is based on the XBRL accounting system. The company is based in Noida, India. The organisation has a turnover of more than $1.5 billion per year. The organization has more than 1,000 employees.\n\nBhardwaj is a single, Indian male, born in 14\"h-May-1989. He has done training at Drishtee and Communication Ltd. (Sector-62) for 6 weeks. He is a graduate in Finance & IT with 73.15% from Global Institute of Management & (Noida) (Batch (2010-2012)\n\n[HF Error: facebook/bart-large-cnn] 400 Client Error: Bad Request for url: https://api-inference.huggingface.co/models/facebook/bart-large-cnn\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nThe text appears to be a resume of Prabhat Bhardwaj, an accounting and finance professional. The resume is extracted from a PDF file and contains information about his education, work experience, skills, and training. The text is divided into sections, including:\n\n* Personal Profile: Father's name, date of birth, sex, marital status, nationality, and religion\n* Professional Qualification: PGDM in Finance and IT from Global Institute of Management and Technology\n* Educational Qualification: B.Com (Prog.) from Delhi University and 12th and 10th from CBSE Board\n* Information Technologies Skills: MS Word, Advanced Excel, MS PowerPoint, SAP, FARVISION, TALLY ERP 9, FINNONE\n* Work Experience: Various roles in finance and accounting, including Executive-Accounts and Finance, Executive-Sales Accounting, and Senior Associate (Finance)\n* Training Details: Training at Drishtee Development and Communication Ltd. for 6 weeks as a Management Trainee in \"Data Analysis - Kiosk Banking Business\"\n* Declaration: Certification that the information furnished is authentic and complete to the best of his knowledge and beliefs.\n\nThe text also contains tables extracted from the PDF file using various methods, including pdfplumber, camelot, tabula, and pytesseract. The tables contain information about Prabhat's work experience, skills, and qualifications.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023141607461845f975e1.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023141607461845f975e1.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T141627Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=601e81c5cee647abe53b3dd7eae36b0b1e2669894a71540b79f10e742af4a85e"}}
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{"id": "summ20251023161639b2f25fb23df7", "timestamp": "2025-10-23T16:16:44.177067+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023161639b2f25fb23df7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023161639b2f25fb23df7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T161645Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7936bb6e56fd34ed90e0c5a995bb16c4a3eb079ce5518b7e554cacd2b534dbfc", "created_at": "2025-10-23T16:16:39.713073+00:00", "updated_at": "2025-10-23T16:16:44.177067+00:00", "finished_at": "2025-10-23T16:16:44.177067+00:00", "duration_ms": 4464, "error_message": null, "output": {"process_id": "summ20251023161639b2f25fb23df7", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nThe RAG pipeline enhances Large Language Models (LLMs) by providing relevant context from external sources. A hybrid retrieval system combines keyword and semantic search for improved relevance. Machine learning, a field that learns from data, includes deep learning, which uses neural networks to analyze complex data factors.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023161639b2f25fb23df7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023161639b2f25fb23df7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T161645Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7936bb6e56fd34ed90e0c5a995bb16c4a3eb079ce5518b7e554cacd2b534dbfc"}}
{"id": "summ20251023164753a4729d010211", "timestamp": "2025-10-23T16:47:53.610895+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-23T16:47:53.610895+00:00", "updated_at": "2025-10-23T16:47:53.610895+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ20251023164753a4729d010211", "timestamp": "2025-10-23T16:47:59.064072+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023164753a4729d010211.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023164753a4729d010211.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T164759Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=d77c2374c422c46a58821d41e1762f95e0ad868b0a49edf5c0a964d9fdba1954", "created_at": "2025-10-23T16:47:53.610895+00:00", "updated_at": "2025-10-23T16:47:59.064072+00:00", "finished_at": "2025-10-23T16:47:59.064072+00:00", "duration_ms": 5453, "error_message": null, "output": {"process_id": "summ20251023164753a4729d010211", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the text:\n\nThe RAG pipeline enhances Large Language Models (LLMs) by providing relevant context from external sources. A hybrid retrieval system combines keyword and semantic search for improved relevance. Machine learning, a field that learns from data, includes deep learning, which uses neural networks to analyze complex data.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251023164753a4729d010211.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251023164753a4729d010211.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T164759Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=d77c2374c422c46a58821d41e1762f95e0ad868b0a49edf5c0a964d9fdba1954"}}
{"id": "summ2025102316522414ca6512bfc7", "timestamp": "2025-10-23T16:52:24.749499+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-23T16:52:24.749499+00:00", "updated_at": "2025-10-23T16:52:24.749499+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ2025102316522414ca6512bfc7", "timestamp": "2025-10-23T16:52:28.733931+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025102316522414ca6512bfc7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025102316522414ca6512bfc7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T165229Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=066bff58bcae725465d97485b9ae434c5a2a9b0813fa4d878e5a418fdad84ddd", "created_at": "2025-10-23T16:52:24.749499+00:00", "updated_at": "2025-10-23T16:52:28.733931+00:00", "finished_at": "2025-10-23T16:52:28.733931+00:00", "duration_ms": 3984, "error_message": null, "output": {"process_id": "summ2025102316522414ca6512bfc7", "status": "completed", "result": "=== Summary from bart_cnn ===\nThe RAG (Retrieval-Augmented Generation) pipeline enhances LLMs by providing them with relevant, factual context from external sources. A hybrid retrieval system combines keyword-based search with modern vector (semantic) search for superior relevance.\n\n=== Summary from llama3 ===\nHere is a concise summary of the text:\n\nThe RAG pipeline enhances Large Language Models (LLMs) by providing relevant context from external sources, using a hybrid retrieval system that combines keyword and semantic search for better results. This is related to the field of machine learning, which includes deep learning, a subset of machine learning that uses neural networks to analyze data.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2025102316522414ca6512bfc7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2025102316522414ca6512bfc7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251023%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251023T165229Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=066bff58bcae725465d97485b9ae434c5a2a9b0813fa4d878e5a418fdad84ddd"}}
{"id": "summ202510281419293cc2ad32e3f7", "timestamp": "2025-10-28T14:19:29.017785+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-10-28T14:19:29.017785+00:00", "updated_at": "2025-10-28T14:19:29.017785+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
{"id": "summ202510281419293cc2ad32e3f7", "timestamp": "2025-10-28T14:19:37.722355+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510281419293cc2ad32e3f7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510281419293cc2ad32e3f7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251028%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251028T141938Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=26c404453996526f5e36ac22b1e05d8fa2e88c33f7106dac47bd59a9cd287baa", "created_at": "2025-10-28T14:19:29.017785+00:00", "updated_at": "2025-10-28T14:19:37.722355+00:00", "finished_at": "2025-10-28T14:19:37.722355+00:00", "duration_ms": 8704, "error_message": null, "output": {"process_id": "summ202510281419293cc2ad32e3f7", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] 400 Client Error: Bad Request for url: https://api-inference.huggingface.co/models/facebook/bart-large-cnn\n\n=== Summary from llama3 ===\nThe provided text is a JSON object containing information about the extraction of tables from a PDF file using different methods. The object includes the following details:\n\n* Process ID: tabl20251028141816bc4cf9cdce3e\n* Status: completed\n* Result: a series of tables extracted using different methods (pdfplumber, camelot, tabula, docTR, and pytesseract)\n* Input file path: a URL pointing to the PDF file\n* Output file path: a URL pointing to the JSON output file\n\nThe tables extracted using each method are presented in a formatted manner, with headers and data rows. The methods used are:\n\n1. pdfplumber: extracts a table with information about a Level II Cloud VPS, including a subtotal, tax, and total.\n2. camelot: returns an error message stating that the file format is not supported.\n3. tabula: returns an error message stating that no tables were found.\n4. docTR: extracts a table with information about an invoice, including a description, total, and transactions.\n5. pytesseract: extracts a table with information about a cloud VPS, including a description, total, and transactions.\n6. Gemini: returns an error message stating that the module 'google.generativeai.types' has no attribute 'Part'.\n\nThe output of each method is presented in a formatted manner, with headers and data rows.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202510281419293cc2ad32e3f7.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202510281419293cc2ad32e3f7.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251028%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251028T141938Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=26c404453996526f5e36ac22b1e05d8fa2e88c33f7106dac47bd59a9cd287baa"}}
{"id": "summ20251103133027ad7e351dae10", "timestamp": "2025-11-03T13:30:27.443491+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-11-03T13:30:27.443491+00:00", "updated_at": "2025-11-03T13:30:27.443491+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
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{"id": "summ20251210064315dffe1d1ede58", "timestamp": "2025-12-10T06:43:22.234639+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251210064315dffe1d1ede58.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251210064315dffe1d1ede58.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251210%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251210T064323Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=2a1e28122bcbe94e31b0858545a58925ca8bd4e364ee19336915b2827c65f92b", "created_at": "2025-12-10T06:43:15.014602+00:00", "updated_at": "2025-12-10T06:43:22.234639+00:00", "finished_at": "2025-12-10T06:43:22.234639+00:00", "duration_ms": 7220, "error_message": null, "output": {"process_id": "summ20251210064315dffe1d1ede58", "status": "completed", "result": "=== Summary from bart_cnn ===\n[HF Error: facebook/bart-large-cnn] 410 Client Error: Gone for url: https://api-inference.huggingface.co/models/facebook/bart-large-cnn\n\n[HF Error: facebook/bart-large-cnn] 410 Client Error: Gone for url: https://api-inference.huggingface.co/models/facebook/bart-large-cnn\n\n=== Summary from llama3 ===\nHere is a concise and accurate summary of the provided text:\n\nThe text appears to be an extract from a financial report, likely an income statement, balance sheet, and cash flow statement for a company named \"Agent Testing\" for the fiscal year 2024. The report includes the following key financial metrics:\n\n**Income Statement:**\n\n* Revenue: ₹12,50,00,000\n* Cost of Goods Sold (COGS): ₹7,80,00,000\n* Gross Profit: ₹4,70,00,000\n* Operating Expenses: ₹2,10,00,000\n* Operating Income: ₹2,60,00,000\n* Net Income: ₹1,95,00,000\n\n**Balance Sheet:**\n\n* Assets:\n\t+ Cash & Cash Equivalents: ₹1,20,00,000\n\t+ Accounts Receivable: ₹90,00,000\n\t+ Inventory: ₹1,50,00,000\n\t+ Property, Plant & Equipment: ₹3,80,00,000\n\t+ Total Assets: ₹7,40,00,000\n* Liabilities & Equity:\n\t+ Short-term Debt: ₹70,00,000\n\t+ Long-term Debt: ₹2,40,00,000\n\t+ Accounts Payable: ₹65,00,000\n\t+ Shareholder Equity: ₹3,65,00,000\n\t+ Total Liabilities & Equity: ₹7,40,00,000\n\n**Cash Flow Statement:**\n\n* Net Cash from Operating Activities: ₹2,20,00,000\n* Net Cash from Investing Activities: -₹1,40,00,000\n* Net Cash from Financing Activities: -₹30,00,000\n* Net Increase in Cash: ₹50,00,000\n\nThe report is extracted using different methods (pdfplumber, camelot, tabula, docTR,", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20251210064315dffe1d1ede58.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20251210064315dffe1d1ede58.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20251210%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20251210T064323Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=2a1e28122bcbe94e31b0858545a58925ca8bd4e364ee19336915b2827c65f92b"}}
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{"id": "summ2025121915363761a11f39fb15", "timestamp": "2025-12-19T15:36:37.808396+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-12-19T15:36:37.808396+00:00", "updated_at": "2025-12-19T15:36:37.808396+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
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{"id": "summ20251219154546e03187960e5a", "timestamp": "2025-12-19T15:45:46.427896+00:00", "service": "summarizer", "event_type": "created", "status": "queued", "progress": 0, "current_step": null, "filename": null, "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": null, "created_at": "2025-12-19T15:45:46.427896+00:00", "updated_at": "2025-12-19T15:45:46.427896+00:00", "finished_at": null, "duration_ms": null, "error_message": null}
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{"id": "summ20260224131652c157adca74c8", "timestamp": "2026-02-24T13:16:55.802695+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt2026022413165220a51c821ffb.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224131652c157adca74c8.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224131652c157adca74c8.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T131656Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=70ac1128844999d7e800f7595315e6780099cde076604c7c048127f56726946f", "created_at": "2026-02-24T13:16:52.473408+00:00", "updated_at": "2026-02-24T13:16:55.802695+00:00", "finished_at": "2026-02-24T13:16:55.802695+00:00", "duration_ms": 3329, "error_message": null, "output": {"process_id": "summ20260224131652c157adca74c8", "status": "completed", "filename": "text_input_txt2026022413165220a51c821ffb.txt", "result": "=== Summary from llama3 ===\nHere is a concise and accurate summary of the extracted text:\n\nThis Non-Disclosure Agreement is between ABC Corporation and XYZ LLC to protect confidential information shared during business negotiations, including trade secrets, financial data, and proprietary technology.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224131652c157adca74c8.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224131652c157adca74c8.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T131656Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=70ac1128844999d7e800f7595315e6780099cde076604c7c048127f56726946f"}}
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{"id": "summ20260224133502f70c6e7f3b4e", "timestamp": "2026-02-24T13:35:07.860892+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt202602241335028b3dcad917ae.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224133502f70c6e7f3b4e.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224133502f70c6e7f3b4e.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T133508Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=4881756712a7a502e03f46dd2abb8141523190fb2327f8447cda00b0b8400ca7", "created_at": "2026-02-24T13:35:02.230394+00:00", "updated_at": "2026-02-24T13:35:07.860892+00:00", "finished_at": "2026-02-24T13:35:07.860892+00:00", "duration_ms": 5630, "error_message": null, "output": {"process_id": "summ20260224133502f70c6e7f3b4e", "status": "completed", "filename": "text_input_txt202602241335028b3dcad917ae.txt", "result": "=== Summary from llama3 ===\nHere is a summary of the contract in a structured format:\n\n**Contract Type and Parties Involved**\n\n* **Contract Type:** Project Agreement\n* **Parties Involved:**\n\t+ Innovate Corp (Delaware corporation)\n\t+ Solutions Ltd (United Kingdom company)\n\n**Key Terms and Conditions**\n\n* Project scope: Custom software platform development (Exhibit A)\n* Term: 1 year from effective date (June 12, 2024)\n* Confidentiality: Both parties agree to maintain confidentiality of proprietary information\n\n**Payment Terms and Financial Obligations**\n\n* Total fee: $500,000\n* Payment schedule:\n\t+ $100,000 upon signing\n\t+ $200,000 upon completion of Milestone 1 (User Authentication)\n\t+ $200,000 upon final delivery of the platform (Exhibit B)\n\n**Performance Requirements and Deliverables**\n\n* Development of a user authentication module\n* Creation of a data processing pipeline\n* Design of a web-based user interface (Exhibit A)\n\n**Important Dates**\n\n* Effective date: June 12, 2024\n* Project duration: 1 year\n* Milestone 1: User Authentication (payment of $200,000)\n\n**Termination and Breach Conditions**\n\n* Not specified in the provided text\n\n**Risk Factors and Liability Issues**\n\n* Disputes to be resolved through binding arbitration in New York, NY\n* Governing law: State of New York", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224133502f70c6e7f3b4e.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224133502f70c6e7f3b4e.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T133508Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=4881756712a7a502e03f46dd2abb8141523190fb2327f8447cda00b0b8400ca7"}}
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{"id": "summ2026022415193062632bb0485d", "timestamp": "2026-02-24T15:19:37.386568+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt202602241519301234165111e1.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2026022415193062632bb0485d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2026022415193062632bb0485d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T151937Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=266d2a0244a5eb01ddd0addee6615fac59f5922f865b1014cccb610f0ae92e78", "created_at": "2026-02-24T15:19:30.906096+00:00", "updated_at": "2026-02-24T15:19:37.386568+00:00", "finished_at": "2026-02-24T15:19:37.386568+00:00", "duration_ms": 6480, "error_message": null, "output": {"process_id": "summ2026022415193062632bb0485d", "status": "completed", "filename": "text_input_txt202602241519301234165111e1.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved**\n\n* Non-Disclosure Agreement (NDA)\n* Parties: Innovate Solutions Inc. (Delaware, USA) and Future Ventures LLC (London, UK)\n\n**Key Terms and Conditions**\n\n* Purpose: Protect confidential information shared for potential partnership discussions\n* Confidential Information: Must not be disclosed to third parties\n* Agreement duration: 3 years from the effective date\n\n**Payment Terms and Financial Obligations**\n\n* None mentioned\n\n**Performance Requirements and Deliverables**\n\n* None mentioned\n\n**Important Dates**\n\n* Effective date: September 10, 2025\n* Expiration date: September 10, 2028\n\n**Termination and Breach Conditions**\n\n* Agreement is valid for 3 years; no specific termination or breach conditions mentioned\n\n**Risk Factors and Liability Issues**\n\n* Governing Law: State of New York, USA\n* No specific risk factors or liability issues mentioned\n\nNote: This summary focuses on the main points of the NDA and omits details not relevant to the key aspects of the agreement.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ2026022415193062632bb0485d.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ2026022415193062632bb0485d.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T151937Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=266d2a0244a5eb01ddd0addee6615fac59f5922f865b1014cccb610f0ae92e78"}}
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{"id": "summ202602241520008fd8c8b4b648", "timestamp": "2026-02-24T15:20:05.759569+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt2026022415200085fee1de95a7.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202602241520008fd8c8b4b648.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202602241520008fd8c8b4b648.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152006Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f11a5cb207eaa995fcc1868092c4cc62664cea76974b2f2de3650419abdeac89", "created_at": "2026-02-24T15:20:00.809913+00:00", "updated_at": "2026-02-24T15:20:05.759569+00:00", "finished_at": "2026-02-24T15:20:05.759569+00:00", "duration_ms": 4949, "error_message": null, "output": {"process_id": "summ202602241520008fd8c8b4b648", "status": "completed", "filename": "text_input_txt2026022415200085fee1de95a7.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the employment contract:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Employment Agreement\n* Parties involved:\n\t+ Employer: BrightTech Pvt. Ltd. (Bangalore, India)\n\t+ Employee: John Smith (New Delhi, India)\n\n**Key Terms and Conditions**\n\n* Position: Software Engineer\n* Compensation: ₹12,00,000 annually\n* Start Date: September 1, 2025\n* Termination: 60-day notice period required; employer may terminate for misconduct\n\n**Payment Terms and Financial Obligations**\n\n* No specific payment terms mentioned\n\n**Performance Requirements and Deliverables**\n\n* No specific performance requirements or deliverables mentioned\n\n**Important Dates**\n\n* Start Date: September 1, 2025\n* Termination notice period: 60 days\n\n**Termination and Breach Conditions**\n\n* 60-day notice period required for termination\n* Employer may terminate employment for misconduct\n\n**Risk Factors and Liability Issues**\n\n* No specific risk factors or liability issues mentioned\n\nNote: The contract is brief and lacks detailed information on payment terms, performance requirements, and risk factors.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202602241520008fd8c8b4b648.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202602241520008fd8c8b4b648.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152006Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=f11a5cb207eaa995fcc1868092c4cc62664cea76974b2f2de3650419abdeac89"}}
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{"id": "summ20260224152836406d80bf1e83", "timestamp": "2026-02-24T15:28:41.262022+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt20260224152836f9b0ab45698f.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224152836406d80bf1e83.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224152836406d80bf1e83.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152841Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=007f3bd85ef6defcf1afdb4ce3b21537c3133009d709d540fc4384d9a164f41f", "created_at": "2026-02-24T15:28:36.994384+00:00", "updated_at": "2026-02-24T15:28:41.262022+00:00", "finished_at": "2026-02-24T15:28:41.262022+00:00", "duration_ms": 4267, "error_message": null, "output": {"process_id": "summ20260224152836406d80bf1e83", "status": "completed", "filename": "text_input_txt20260224152836f9b0ab45698f.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the Non-Disclosure Agreement:\n\n**Contract Type and Parties Involved**\n\n* **Contract Type:** Non-Disclosure Agreement (NDA)\n* **Parties Involved:**\n\t+ **Disclosing Party:** Innovate Solutions Inc. (Delaware, USA)\n\t+ **Receiving Party:** Future Ventures LLC (London, UK)\n\n**Key Terms and Conditions**\n\n* Confidential Information must not be disclosed to third parties.\n* Agreement is valid for 3 years from the effective date.\n\n**Payment Terms and Financial Obligations**\n\n* None specified in the agreement.\n\n**Performance Requirements and Deliverables**\n\n* None specified in the agreement.\n\n**Important Dates (Start, End, Milestones)**\n\n* **Effective Date:** September 10, 2025\n* **Agreement Expiration:** September 10, 2028\n\n**Termination and Breach Conditions**\n\n* Not specified in the agreement.\n\n**Risk Factors and Liability Issues**\n\n* Not specified in the agreement.\n\nNote: This summary only includes the information provided in the given text and may not be comprehensive or up-to-date.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224152836406d80bf1e83.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224152836406d80bf1e83.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152841Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=007f3bd85ef6defcf1afdb4ce3b21537c3133009d709d540fc4384d9a164f41f"}}
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{"id": "summ20260224152904091fb8135e22", "timestamp": "2026-02-24T15:29:08.338245+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt2026022415290429e2c0755162.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224152904091fb8135e22.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224152904091fb8135e22.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152908Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=a69412ef42a7264459a2f2ad1cf27707916d5aaa0687169dc832b3397884d865", "created_at": "2026-02-24T15:29:04.216096+00:00", "updated_at": "2026-02-24T15:29:08.338245+00:00", "finished_at": "2026-02-24T15:29:08.338245+00:00", "duration_ms": 4122, "error_message": null, "output": {"process_id": "summ20260224152904091fb8135e22", "status": "completed", "filename": "text_input_txt2026022415290429e2c0755162.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the Employment Contract:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Employment Agreement\n* Parties involved:\n\t+ Employer: BrightTech Pvt. Ltd. (Bangalore, India)\n\t+ Employee: John Smith (New Delhi, India)\n\n**Key Terms and Conditions**\n\n* Position: Software Engineer\n* Compensation: ₹12,00,000 annually\n* Start Date: September 1, 2025\n\n**Payment Terms and Financial Obligations**\n\n* No specific payment terms mentioned\n\n**Performance Requirements and Deliverables**\n\n* No specific performance requirements or deliverables mentioned\n\n**Important Dates**\n\n* Start Date: September 1, 2025\n* Termination notice period: 60 days\n\n**Termination and Breach Conditions**\n\n* Termination notice period: 60 days\n* Employer may terminate employment for misconduct\n\n**Risk Factors and Liability Issues**\n\n* No specific risk factors or liability issues mentioned\n\nNote: The contract is relatively brief and does not include many details, but it outlines the basic terms and conditions of the employment agreement.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224152904091fb8135e22.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224152904091fb8135e22.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T152908Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=a69412ef42a7264459a2f2ad1cf27707916d5aaa0687169dc832b3397884d865"}}
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{"id": "summ20260224154206f2997bc067bd", "timestamp": "2026-02-24T15:42:09.737601+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt202602241542061f9d4518d4b8.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224154206f2997bc067bd.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224154206f2997bc067bd.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154210Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=862db69d95dd90087fe37b7a6d7fb5cac4ad77c5ab4fd03aa6bad16e4abe2bb0", "created_at": "2026-02-24T15:42:06.629746+00:00", "updated_at": "2026-02-24T15:42:09.737601+00:00", "finished_at": "2026-02-24T15:42:09.737601+00:00", "duration_ms": 3107, "error_message": null, "output": {"process_id": "summ20260224154206f2997bc067bd", "status": "completed", "filename": "text_input_txt202602241542061f9d4518d4b8.txt", "result": "=== Summary from llama3 ===\nHere is a concise and accurate summary of the Non-Disclosure Agreement (NDA) in a structured format:\n\n**Contract Type and Parties Involved**\n\n* Contract Type: Non-Disclosure Agreement (NDA)\n* Parties Involved:\n\t+ Disclosing Party: Innovate Solutions Inc. (Delaware, USA)\n\t+ Receiving Party: Future Ventures LLC (London, UK)\n\n**Key Terms and Conditions**\n\n* Confidential Information must not be disclosed to third parties\n* Agreement is valid for 3 years from the effective date\n* Governing Law: State of New York, USA\n\n**Payment Terms and Financial Obligations**\n\n* No payment terms or financial obligations mentioned in this NDA\n\n**Performance Requirements and Deliverables**\n\n* No performance requirements or deliverables mentioned in this NDA\n\n**Important Dates (Start, End, Milestones)**\n\n* Effective Date: September 10, 2025\n* Expiration Date: September 10, 2028\n\n**Termination and Breach Conditions**\n\n* Agreement is valid for 3 years from the effective date\n* No specific termination or breach conditions mentioned in this NDA\n\n**Risk Factors and Liability Issues**\n\n* No risk factors or liability issues mentioned in this NDA", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224154206f2997bc067bd.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224154206f2997bc067bd.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154210Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=862db69d95dd90087fe37b7a6d7fb5cac4ad77c5ab4fd03aa6bad16e4abe2bb0"}}
{"id": "ner2026022415420668b14ff2bc50", "timestamp": "2026-02-24T15:42:10.244044+00:00", "service": "ner", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt20260224154206c4edd47090dc.txt", "input_type": "text", "start_page": null, "end_page": null, "total_pages": null, "steps": ["ner"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_ner2026022415420668b14ff2bc50.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_ner2026022415420668b14ff2bc50.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154210Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=61457a79ed8343c4ad809f79f47080a7df1f6913e90b41d4d25404b8ef37daab", "created_at": "2026-02-24T15:42:06.610630+00:00", "updated_at": "2026-02-24T15:42:10.244044+00:00", "finished_at": "2026-02-24T15:42:10.244044+00:00", "duration_ms": 3633, "error_message": null, "output": {"process_id": "ner2026022415420668b14ff2bc50", "status": "completed", "filename": "text_input_txt20260224154206c4edd47090dc.txt", "result": "--- Chunk 1 ---\nNamed Entities:\n- Company: Innovate Solutions Inc., Future Ventures LLC\n- Location: Delaware, USA, London, UK\n- Person: Sarah Chen, Alex Martinez\n\nStructured Information:\n- Invoice Number: Not Available\n- Invoice Date: September 10, 2025\n- Bill To: Future Ventures LLC\n- Total Amount: Not Available\n- Email: Not Available\n- Phone: Not Available\n\n[Chunk 1 Metrics]\n{'length_score': 54, 'density_score': 0, 'redundancy_score': 0.46296296296296297, 'specificity_score': 0.6111111111111112, 'insight_score': 0.0, 'hallucination_risk': False}", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_ner2026022415420668b14ff2bc50.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_ner2026022415420668b14ff2bc50.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154210Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=61457a79ed8343c4ad809f79f47080a7df1f6913e90b41d4d25404b8ef37daab"}}
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{"id": "summ20260224154233840229c27cde", "timestamp": "2026-02-24T15:42:37.108532+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt202602241542334107124d9d38.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224154233840229c27cde.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224154233840229c27cde.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154237Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c84c10fef937a17311b97d80f048eae6f269ca09b54abebe614e41125279efa", "created_at": "2026-02-24T15:42:33.260447+00:00", "updated_at": "2026-02-24T15:42:37.108532+00:00", "finished_at": "2026-02-24T15:42:37.108532+00:00", "duration_ms": 3848, "error_message": null, "output": {"process_id": "summ20260224154233840229c27cde", "status": "completed", "filename": "text_input_txt202602241542334107124d9d38.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the employment contract:\n\n**Contract Type and Parties Involved**\n\n* Contract type: Employment Agreement\n* Parties involved:\n\t+ Employer: BrightTech Pvt. Ltd. (Bangalore, India)\n\t+ Employee: John Smith (New Delhi, India)\n\n**Key Terms and Conditions**\n\n* Position: Software Engineer\n* Compensation: ₹12,00,000 annually\n\n**Payment Terms and Financial Obligations**\n\n* No specific payment terms mentioned\n\n**Performance Requirements and Deliverables**\n\n* No specific performance requirements or deliverables mentioned\n\n**Important Dates**\n\n* Start Date: September 1, 2025\n* Termination notice period: 60 days\n\n**Termination and Breach Conditions**\n\n* Employer may terminate employment for misconduct\n* Employee must provide 60-day notice period for termination\n\n**Risk Factors and Liability Issues**\n\n* No specific risk factors or liability issues mentioned\n\nNote: This summary focuses on the essential points of the contract and omits any details that are not explicitly mentioned.", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ20260224154233840229c27cde.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ20260224154233840229c27cde.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260224%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260224T154237Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=7c84c10fef937a17311b97d80f048eae6f269ca09b54abebe614e41125279efa"}}
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{"id": "ner202602251436270f384b5f3ca5", "timestamp": "2026-02-25T14:36:31.799131+00:00", "service": "ner", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt202602251436273dfdcb3ba169.txt", "input_type": "text", "start_page": null, "end_page": null, "total_pages": null, "steps": ["ner"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_ner202602251436270f384b5f3ca5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_ner202602251436270f384b5f3ca5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260225%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260225T143632Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e8a5ddc79d97a7da9df9afcac3ba5079b39630ef9f61049faa45c208ce6b9386", "created_at": "2026-02-25T14:36:27.308042+00:00", "updated_at": "2026-02-25T14:36:31.799131+00:00", "finished_at": "2026-02-25T14:36:31.799131+00:00", "duration_ms": 4491, "error_message": null, "output": {"process_id": "ner202602251436270f384b5f3ca5", "status": "completed", "filename": "text_input_txt202602251436273dfdcb3ba169.txt", "result": "--- Chunk 1 ---\nNamed Entities:\n- Company: Innovate Solutions Inc.\n- Location: San Francisco, CA\n\n[Chunk 1 Metrics]\n{'length_score': 12, 'density_score': 0, 'redundancy_score': 0.16666666666666666, 'specificity_score': 0.8333333333333334, 'insight_score': 0.0, 'hallucination_risk': False}", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_ner202602251436270f384b5f3ca5.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_ner202602251436270f384b5f3ca5.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260225%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260225T143632Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e8a5ddc79d97a7da9df9afcac3ba5079b39630ef9f61049faa45c208ce6b9386"}}
{"id": "summ202602251436276014718b686a", "timestamp": "2026-02-25T14:36:34.904491+00:00", "service": "summarizer", "event_type": "completed", "status": "completed", "progress": 100, "current_step": null, "filename": "text_input_txt20260225143627ec4eaa1fbce4.txt", "input_type": "text", "start_page": 1, "end_page": 1, "total_pages": 1, "steps": ["extract", "summarize"], "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202602251436276014718b686a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202602251436276014718b686a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260225%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260225T143635Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e0dff2ea5031f93c4c7a63a5485ee49ef24f7c67db487bd7c4ee24b6b674bd40", "created_at": "2026-02-25T14:36:27.340567+00:00", "updated_at": "2026-02-25T14:36:34.904491+00:00", "finished_at": "2026-02-25T14:36:34.904491+00:00", "duration_ms": 7563, "error_message": null, "output": {"process_id": "summ202602251436276014718b686a", "status": "completed", "filename": "text_input_txt20260225143627ec4eaa1fbce4.txt", "result": "=== Summary from llama3 ===\nHere is a concise and structured summary of the contract:\n\n**Contract Type and Parties Involved**\n\n* Contract Type: Non-Disclosure Agreement (NDA)\n* Parties:\n\t+ Disclosing Party: Innovate Solutions Inc.\n\t+ Receiving Party: Future Ventures LLC\n\n**Key Terms and Conditions**\n\n* Purpose: Explore a potential business relationship\n* Definition of Confidential Information: Non-public information, trade secrets, business plans, financial data, customer lists, software code, and other information marked as \"Confidential\"\n\n**Payment Terms and Financial Obligations**\n\n* None mentioned in the contract\n\n**Performance Requirements and Deliverables**\n\n* None mentioned in the contract\n\n**Important Dates (Start, End, Milestones)**\n\n* Effective date: September 15, 2025\n* Confidential Information obligation survives for 3 years after termination\n\n**Termination and Breach Conditions**\n\n* Termination by mutual written consent\n* Obligation to protect Confidential Information survives termination for 3 years\n\n**Risk Factors and Liability Issues**\n\n* Receiving Party has no rights, licenses, or title to Confidential Information\n* Receiving Party must hold Confidential Information in strict confidence and protect it with reasonable measures", "input_file_path": null, "output_file_path": "https://point9ml.s3.amazonaws.com/outputs/output_summ202602251436276014718b686a.json?response-content-type=application%2Fjson&response-content-disposition=attachment%3B%20filename%3D%22output_summ202602251436276014718b686a.json%22&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAXZ5NGMFOJBCCHOPK%2F20260225%2Fap-south-1%2Fs3%2Faws4_request&X-Amz-Date=20260225T143635Z&X-Amz-Expires=3600&X-Amz-SignedHeaders=host&X-Amz-Signature=e0dff2ea5031f93c4c7a63a5485ee49ef24f7c67db487bd7c4ee24b6b674bd40"}}
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Stratifying highly heterogeneous HCC\ninto molecular subtypes with similar features is crucial for personalized anti-tumor therapies. Although driver genes play pivotal\nroles in cancer progression, their potential in HCC subtyping has been largely overlooked. This study aims to utilize driver genes to\nconstruct HCC subtype models and unravel their molecular mechanisms. Utilizing a novel computational framework, we expanded\nthe initially identified 96 driver genes to 1192 based on mutational aspects and an additional 233 considering driver dysregulation.\nThese genes were subsequently employed as stratification markers for further analyses. A novel multi-omics subtype classification\nalgorithm was developed, leveraging mutation and expression data of the identified stratification genes. This algorithm successfully\ncategorized HCC into two distinct subtypes, CLASS A and CLASS B, demonstrating significant differences in survival outcomes.\nIntegrating multi-omics and single-cell data unveiled substantial distinctions between these subtypes regarding transcriptomics,\nmutations, copy number variations, and epigenomics. Moreover, our prognostic model exhibited excellent predictive performance in\ntraining and external validation cohorts. Finally, a 10-gene classification model for these subtypes identified TTK as a promising\ntherapeutic target with robust classification capabilities. This comprehensive study provides a novel perspective on HCC\nstratification, offering crucial insights for a deeper understanding of its pathogenesis and the development of promising treatment\nstrategies.\nAuthor summary\nDividing highly heterogeneous HCC into molecular subtypes with similar characteristics is crucial for personalized anti-tumor\ntherapies. Although driver genes play pivotal roles in cancer progression, their potential in HCC subtyping has been largely\noverlooked. In this work, we developed a multi-omics network-based stratification algorithm that utilizes patient mutation data and\nrequires smaller computational resources for subtype assignment. Through this algorithm, we categorized HCC into two subtypes,\nCLASS A and CLASS B. Using multi-omics and single-cell data, we identified differences between these subtypes in gene\nexpression, methylation, immune infiltration, and other aspects. Beyond subtype characterization, our study established a robust\nclinical prediction model (https://mike-wang-bjut.shinyapps.io/DynNomapp_HCC_Sutypes/) incorporating subtype information and\ntypical clinical features, enabling precise survival predictions. Finally, we developed a high-performing machine learning classifier\nfor our subtype. Analyzing this classification model and reviewing previous experimental papers, we identified TTK as a potential\ndiagnostic marker and therapeutic target specific to our subtypes. In conclusion, our research offers a novel perspective on HCC\nstratification, which is crucial for a deeper understanding of its pathogenesis and developing promising treatment strategies.\nCitation: Wang M, Yan X, Dong Y, Li X, Gao B (2024) Machine learning and multi-omics data reveal driver gene-based\nmolecular subtypes in hepatocellular carcinoma for precision treatment. PLoS Comput Biol 20(5): e1012113.\nhttps://doi.org/10.1371/journal.pcbi.1012113\nEditor: Stacey D. Finley, University of Southern California, UNITED STATES\nReceived: January 2, 2024; Accepted: April 24, 2024; Published: May 10, 2024\nCopyright: © 2024 Wang et al. This is an open access article distributed under the terms of the Creative Commons\nAttribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author\nand source are credited.\nData Availability: The data used in this study are all from public databases TCGA\n(https://www.cancer.gov/ccg/research/genome-sequencing/tcga) and ICGC (https://dcc.icgc.org/). The Fudan cohort and\nsingle-cell dataset are from the GEO database with accession numbers GSE14520 and GSE149614, respectively. The\nLIMORE dataset was obtained from its original paper (PMID: 31378681). To facilitate clinical translation, we developed an\ninteractive HCC prognosis model: https://mike-wang-bjut.shinyapps.io/DynNomapp_HCC_Sutypes/. The subtype classifiers\nSVM_10 and SVM_TTK, along with the relevant code, are stored at https://github.com/Mike-\nW29/SVM_model_for_HCC_subtype.\nFunding: This study was supported by the National Key Research and Development Program of China (2022YFC2704804 to\nBG), and the National Natural Science Foundation of China (61931013 to BG). The funders had no role in study design, data\ncollection and analysis, decision to publish, or preparation of the manuscript.\nCompeting interests: The authors declare that they have no competing interests.\nIntroduction\nHepatocellular carcinoma (HCC) is recognized as the most prevalent primary liver malignancy, ranking as the third leading cause of\ncancer-related deaths globally and experiencing a notable increase in incidence [1,2]. The molecular and pathological\nheterogeneity of HCC presents a formidable obstacle to developing personalized therapeutic approaches [3]. Therefore, using key\nfeatures to classify different HCC patients into relatively homogeneous subtypes is clinically essential.\nMachine learning and multi-omics data reveal driver gene-\nbased molecular subtypes in hepatocellular carcinoma for\nprecision treatment\nVersion 2\nPublished: May 10, 2024\nhttps://doi.org/10.1371/journal.pcbi.1012113\nMeng Wang, Xinyue Yan, Yanan Dong, Xiaoqin Li\n, Bin Gao\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n1/16\n\n--- Page 2 ---\nRecent advances in high-throughput sequencing technologies have facilitated the comprehensive profiling of patient dysfunctions\nacross multiple biological systems. Through various omics techniques, potential oncogenic factors can be discerned [4]. Utilizing\nbig data in molecular subtyping of HCC has become increasingly feasible [5]. For instance, Zhang et al. employed mass cytometry\ndata to categorize HCC into three subtypes, each exhibiting diverse immune activities [6]. Poirion et al. developed the DeepProg\ndeep learning method, which integrates RNA, DNA methylation, and miRNA data to classify HCC into two subtypes with distinct\nsurvival differences and biological profiles [7].\nIn tumors, driver genes are often causally related to tumor progression. Compiling a complete list of driver genes is crucial for\noncology diagnosis and drug development [8]. We have identified recurrently altered driver genes in HCC, and some of these\ngenes have been suggested to be associated with specific molecular subtypes [9]. However, no systematic subtyping studies of\nHCC using driver genes exist to our knowledge.\nGene families, representing a cluster of genes with shared ancestry and similar biochemical functions, present an opportunity to\nidentify rare carcinogenic mutations [10–12]. In this study, we utilized gene families to expand the list of driver genes, culminating in\ncreating two distinct molecular subtypes for HCC. By integrating multi-omics data and single-cell information, we explored the\nunique characteristics defining these subtypes, spanning transcriptomics, genomics, epigenomics, immune infiltration, and tumor\nstem cell activity. Additionally, we developed an interactive prognostic model website for the two subtypes, empowering users to\neffortlessly generate personalized survival predictions based on critical patient information, including age, stage, virus infection\nstatus, and subtype classification. Finally, we established a 10-gene classification model for these subtypes and singled out TTK as\na promising therapeutic target with strong classification capabilities. In summary, our study provides a fresh perspective on the\nconstruction of HCC subtypes and offers promising avenues for future therapeutic strategies.\nResult\nObtaining stratification genes from driver genes and their family members\nTo ensure a comprehensive and high-confidence selection of driver genes, we gathered HCC driver gene lists from three distinct\nstudies. Bailey et al. [13] employed diverse driver gene discovery algorithms and conducted meticulous manual curation to\nconstruct their driver gene list. Martínez-Jiménez et al. [14] extended the scope by analyzing a larger sample size and adopting a\nmore comprehensive approach to exploring driver genes. Meanwhile, Fujimoto et al. [15] concentrated on HCC, providing valuable\ninsights into the specific driver mechanisms of HCC. By amalgamating the findings of these three studies, we curated a list of 96\nHCC driver genes for our subsequent analyses. Furthermore, we enriched this selection by including their corresponding family\nmembers, which were sourced from InterPro (https://www.ebi.ac.uk/interpro/), UniProtKB (https://www.uniprot.org/), as well as\nseveral other references [16–21]. (S1 Table).\nTo identify protein domains with significant mutation burden, we first annotated the domains for each gene using the PfamScan\n(https://www.ebi.ac.uk/Tools/pfa/pfamscan/) and excluded those with an e-value greater than 1e-5. Additionally, considering the\npotential role of the Degron region in transcription factors for cancer growth [22], we included Degron as a protein domain based on\nDegpred predictions [23]. Through permutation testing, we identified 75 protein domains with significant mutation burden (Fig 1A).\nFocusing on protein domains with higher entropy values, which may indicate novel oncogenic alterations, we identified 1192\nstratification genes mutated in domains with entropy values greater than 0.5 (S2 and S3 Tables).\nFig 1. illustrates the process of obtaining stratification genes.\n(A) The workflow for protein domains with significant mutation burden (B) illustrates the process of defining DDGs.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g001\nThe progression of HCC involves genetic mutations, epigenetic variations, and dysregulated gene expression [24–26]. Many well-\nknown HCC driver gene alterations are associated with an epigenetic variation or copy number variation (CNV). To complete the\nstratification genes, we conducted differential analysis between normal and tumor tissues, identifying 244 differentially expressed\ngenes within gene families. Then, we integrated other omics data to define 223 driver-dysregulated genes (DDGs) (Fig 1B and S3\nTable).\nDriver gene-related HCC Subtypes\nWe stratified HCC into distinct subtypes using mutation data from stratification genes and DDGs expression data. Firstly, we\nsmoothed the patient mutation matrix using the Network-based stratification (NBS) algorithm [27]. Next, we integrated the\nsmoothed mutation data with DDGs expression data using the Similarity network fusion (SNF) algorithm to construct a similarity\nmatrix among samples [28]. The amalgamation of SNF with a consensus cluster facilitated patient subtype assignment, yielding\nmore robust and desirable clustering outcomes (Fig 2A, Table 1). The combination of smoothed mutation data and DDG expression\ndata proved effective in capturing information and enhancing the clustering analysis.\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n2/16\n\n--- Page 3 ---\nFig 2. Identification of driver gene-related subtypes.\n(A) Flowchart depicting the process of the subtype classification algorithm; (B) Silhouette coefficients for different values of k;\n(C) Silhouette plot specifically for k = 2; (D) Heatmap of the consensus matrix defining the two subtypes; (E) Five-year\nsurvival curves for the two subtypes, with CLASS A represented in red and CLASS B represented in blue.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g002\nTable 1. Comparison of different clustering methods.\nhttps://doi.org/10.1371/journal.pcbi.1012113.t001\nChoosing the suitable gene interaction network is crucial for the NBS algorithm’s smoothing effect. We compared two commonly\nused networks, String (Requested score = medium confidence, FDR stringency = medium) and HumanNetv3 (top 10% confidence)\n[29]. We found that HumanNetv3 performed better in stratification based on silhouette coefficients and p-values (Table 1).\nAdditionally, we examined the stratification outcomes by utilizing only driver genes versus incorporating gene family members for\nHCC. The results demonstrated that the latter approach exhibited superior performance in both clustering stability and survival\ndifferences, as reflected in silhouette coefficients and p-values (Table 1).\nTo determine the optimal cluster count, we computed silhouette coefficients for various cluster numbers (k), revealing that k = 2 was\nthe most suitable parameter for delineating HCC subtypes (Fig 2B and 2C). We designated these subtypes as CLASS A and\nCLASS B (Fig 2D), where patients with CLASS B had worse prognostic outcomes (median OS time 17 months vs 20.55 months)\n(Fig 2E). Subsequent validation of our method on the TCGA_LIHC cohort further confirmed significant survival differences between\nthe two subtypes (median OS time 15.97 months vs 22.42 months) (S1 Fig). This demonstrates that integrating smoothed mutation\ndata with gene expression data effectively classifies HCC subtypes.\nOur identified HCC subtypes significantly correlated with independently studied subtypes [30–33] (chi-square test, see S4 and S5\nTables, S2 Fig). We constructed Cox regression models based on these subtypes. We assessed predictive performance using the\nC-index and Integrated Brier Score (IBS) to evaluate the association of different subtypes with clinical prognosis. The results\ndemonstrate that our constructed subtypes excel in C-index, reaching 0.611 (95% CI = 0.587–0.635), significantly higher than most\nother models (S3 Fig). Simultaneously, the IBS is 0.183, lower than other models (Hoshida: 0.195, Bidkhori: 0.205, Benfeitas:\n0.194, TCGA: 0.180). This indicates that our subtypes exhibit higher consistency and accuracy in predicting patient survival than\nothers.\nBiological properties of different subtypes\nTo explore distinct biological properties, we performed gene set variation analysis (GSVA) on KEGG, Reactome, Hallmark, and\noncogenic signature gene sets for the two subtypes. The results revealed high consistency in enrichment patterns across these\ngene sets for both subtypes (Fig 3A–3C and S6 Table). CLASS A showed higher GSVA scores in metabolic pathways such as\noxidative phosphorylation, organic acid metabolism, fatty acid metabolism, and glycolysis. In contrast, CLASS B displayed a\nheightened proliferative profile, enriched in pathways associated with mitosis, cell cycle, DNA replication, and cell cycle checkpoint.\nAdditionally, CLASS B had upregulated activity in pathways related to histone methylation, DNA methylation, and inflammatory\nsignaling (S6 Table).\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n3/16\n\n--- Page 4 ---\nFig 3. Different biological properties of the two subtypes.\n(A-C) Differential analysis of KEGG, Hallmark and oncogenic signature pathways between these two subtypes. (D) The\nimmune cell abundance in these two subtypes using TIMER, with statistical significance assessed by the Mann-Whitney U\ntest. (E) Box plots depicting the expression levels of six immune checkpoint genes in these two subtypes, with red boxes\nindicating significantly differentially expressed genes (p.adjust < 0.05, |log2FC| > 1). (F) Box plot showing the mRNA\nstemness scores (mRNAsi) of the two subtypes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g003\nNext, we analyzed immune cell composition using TIMER [34] and xCell algorithms [35], revealing a higher abundance of immune\ncells, including T cells, B cells, and macrophages, in CLASS B than CLASS A. CLASS B had a higher stromal score. In contrast,\nCLASS A had a higher microenvironmental score (Figs 3D, S4A and S4B).\nWe also examined the expression of six common immune checkpoints [36,37], finding higher expression levels in CLASS B than in\nCLASS A (Fig 3E). Specifically, PD-1 (PDCD1), CTLA-4 (CTLA4), TIM-3 (HAVCR2), and TIGIT were differentially expressed in\nCLASS B, suggesting potential responsiveness to immune checkpoint inhibitors.\nFinally, we used Malta et al.’s machine learning [38] algorithm to examine the stemness features of two subtypes. The results\nshowed that CLASS B exhibited stronger stemness features, indicating a higher potential for invasion and metastasis (Fig 3F). This\nalteration may be associated with the high expression of KRT19, a marker for biliary/hepatic progenitor cells, in CLASS B (S5 Fig)\n[39].\nMulti-omics properties of subtypes\nDespite no significant difference in mutation count and TMB values between the subtypes (Figs 4A and S6), CLASS B showed\nhigher chromosomal instability (Fig 4B). Specifically, CLASS B displayed deletions in 4p, 4q, 13q, 16p, 16q, and 17p, while CLASS\nA predominantly manifested amplifications in 5q (Fig 4C).\nFig 4. Distinct multi-omics features of the two subtypes.\n(A) Box plot showing the number of nonsynonymous mutations in each subtype. (B) Box plot displaying the CIN ratio in each\nsubtype. (C) Heatmap illustrating CNVs of the 22 autosomes in both subtypes, with red and blue indicating copy number\namplifications and deletions, respectively. (D) Oncoplot presents the top 20 significantly mutated genes in the subtypes based\non the p-values. (E) Identifying of subtype-specific methylation probes in the two groups using the R package ChAMP, with a\nthreshold of p.adjust < 0.05 and |Δβ| > 0.2. (F) Expression profiles of DNA methyltransferase family members DNMT1,\nDNMT3A, and DNMT3B in these two subtypes.\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n4/16\n\n--- Page 5 ---\nhttps://doi.org/10.1371/journal.pcbi.1012113.g004\nUsing the chi-square test, we identified significantly mutated genes in these subtypes (Fig 4D). TP53 and CTNNB1, well-known\nHCC driver genes, had different distributions between subtypes. Consistent with previous research, TP53 was mainly found in\nCLASS B, associated with a poorer prognosis, while CTNNB1 was mainly associated with CLASS A, linked to a better prognosis\n[40,41]. Additionally, RB1 mutations were predominantly enriched in CLASS B, possibly contributing to its high proliferative profile\n(S6 Table).\nBy analyzing TCGA data, we found significant hypermethylation patterns in CLASS B (Fig 4E). This might link to the high\nexpression of DNA methyltransferase family members (DNMT1, DNMT3A, and DNMT3B) in this subtype (Fig 4F).\nMachine learning-based diagnostic models for HCC subtypes and identify potential therapeutic targets\nIn China, liver lesion biopsy is essential for HCC treatment and prognosis determination. To translate research findings into clinical\napplications, we used machine learning to identify diagnostic markers for HCC subtypes and built corresponding diagnostic models\n(Fig 5A). Specifically, we first selected differentially expressed genes in the subtypes (p.adjust < 0.001,|log2FC| > 1). Next, we\nfiltered out genes with overlapping expression patterns between the subtypes and utilized elastic net regularization to identify\ninformative genes for classification. From the elastic net results, we identified 10 significant genes for classification. Using a support\nvector machine (SVM), we created the SVM_10 classification model with 70% of the data for training and 30% for validation.\nSVM_10 achieved 87% accuracy on the validation set, with high AUC values confirming its reliability and effectiveness (Fig 5B–5D\nand Table 2).\nFig 5. Machine learning classifier for HCC subtypes.\n(A) Workflow of the subtype SVM classifier. The process of selecting subtype-specific genes followed the differential analysis\nprocedure described in the Methods, with genes retained based on criteria of p.adjust < 0.001 and |log2FC| > 1. The mean\ninterval was defined as [μ−σ, μ+σ], where μ represents the average expression of the gene in the patient cohort, and σ\nrepresents the standard deviation of gene expression in the patient cohort. (B) Predictive results of the SVM_10 model on the\nvalidation set. (C) ROC curve of the SVM_10 model on the training set. (D) ROC curve of the SVM_10 model on the\nvalidation set. (E) Expression distribution of the 10 classification genes across these two subtypes. (F) Heatmap of the\nexpression levels of the 10 classification genes in different subtypes and normal samples.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g005\nTable 2. Classification results of subtype classifiers in the validation set.\nhttps://doi.org/10.1371/journal.pcbi.1012113.t002\nSeveral studies provided evidence linking the dysregulated expression of these 10 classifier genes to adverse outcomes in HCC,\nincluding poor prognosis, increased proliferation, metastasis, and recurrence [43–50]. Notably, these genes showed significant\nexpression differences between different subtypes and normal samples (Fig 5E and 5F), indicating their crucial involvement in HCC\nprogression and potential as therapeutic targets. Among these genes, TTK has related drug information in the DrugBank database\n(https://go.drugbank.com/), indicating its potential as a therapeutic marker for HCC subtypes.\nTo assess the independent classification performance of TTK, we developed an additional SVM classifier, SVM_TTK, using TTK\nexpression values. SVM_TTK demonstrated good classification performance, with 84% accuracy on the validation set (S7A Fig and\nTable 2). It also showed high AUC values on the validation and training sets (0.91 and 0.88, respectively, S7B and S7C Fig).\nSVM_TTK effectively classified patients from the Fudan cohort (n = 225, GEO accession number: GSE14520) [42] into two\nsubtypes with significant survival differences (S8A Fig). These subtypes showed distinct TTK gene expression patterns (Mann-\nWhitney U test, S8B Fig), highlighting TTK as a potential diagnostic marker for HCC.\nClinical and prognostic characteristics of HCC subtypes with interactive survival prediction Tool\nThe two subtypes showed significant differences in clinical characteristics such as gender, age, and tumor stage (chi-square test,\nS4 Table). Patients with CLASS A had a better prognosis and mainly exhibited lower alpha-fetoprotein (AFP) expression levels in\nearly-stage samples (Mann-Whitney U test). On the other hand, CLASS B had a higher proportion of mid to late-stage samples,\nhigher AFP expression levels, and a higher frequency of viral infection.\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n5/16\n\n--- Page 6 ---\nUnivariate and multivariate Cox regression analyses confirmed that the subtypes were independent prognostic factors for HCC\npatients (Fig 6A and 6B). Considering the lack of relatively comprehensive clinical information in the other two cohorts, we\ndeveloped a multivariable prognostic model using the TCGA cohort. This model integrates age, viral infection, tumor staging, and\nthe probability of CLASS B output by a machine learning diagnostic tool (Fig 6C). The C-index for this model is 0.698 (95% CI =\n0.671 ~ 0.723), and the IBS is 0.166. Illustrated through a calibration plot, we demonstrate the model’s outstanding accuracy and\npredictive performance concerning 1, 3, and 5-year survival rates (Fig 6D and 6E).\nFig 6. Construction and Evaluation of Clinical Prognostic Model.\n(A) Univariate Cox analysis of clinical features and subtypes in TCGA cohort. (B) Multivariate Cox analysis of clinical features\nand subtypes in TCGA cohort. (C) Nomogram model predicting HCC patients’ prognosis. (D) Calibration plot showing 1-, 3-,\nand 5-year survival probabilities for the nomogram model. (E) ROC curve evaluating predictive performance of the nomogram\nmodel in TCGA cohort.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g006\nFurthermore, decision curves indicated the superiority of the nomogram model over independent prognostic models using other\npredictors (S9 Fig). Additionally, we validated the model using the GSE14520 cohort [42] and achieved comparable AUC values\n(S8C Fig). To facilitate clinical application, we developed a user-friendly website allowing input of relevant information to\nautomatically generate survival plots and probabilities (https://mike-wang-bjut.shinyapps.io/DynNomapp_HCC_Sutypes/).\nAnalyzing subtype differences at the single-cell level\nTo understand the differences between these two subtypes at a higher resolution, we downloaded scRNA-seq data from 10 primary\nHCC patients from GSE149614 [51] and performed cellular-level QC. Pseudo-bulk data was created by summing gene expression\nacross sample cells. After standardization, the data was classified into two subtypes using the SVM_10 model (Fig 7A).\nFig 7. Single-cell analysis of HCC subtypes.\n(A) SVM_10 assigned subtypes to 10 primary HCC samples from GSE149614. (B) UMAP plot showing 21 cell clusters. (C)\nCell type annotation in different subtypes using marker genes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g007\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n6/16\n\n--- Page 7 ---\nUsing the UMAP method, we identified 21 cell clusters, and each cluster was annotated through the gene enrichment analysis\nmethod (Fig 7B). The single-cell-level results strongly agreed with our bulk-level findings, indicating that CLASS B had enriched\nimmune cells and cancer stem cells compared to CLASS A (Fig 7C). Moreover, T cells from CLASS B exhibited higher expression\nlevels of four immune checkpoint genes, consistent with their differential expression at the bulk level (S10 Fig). These findings\nfurther prove that the CLASS B subtype may have a higher stemness phenotype and could be more responsive to targeted immune\ncheckpoint therapies in HCC.\nDrug sensitivity differences across subtypes\nFinally, to investigate the differences in drug sensitivity across subtypes, we applied the SVM_10 model to the LIMORE dataset,\ncontaining the mutation, RNA, and drug response data for 81 HCC cell lines [52]. The SVM_10 model successfully classified the\ncell lines into two subtypes, similar to the clinical patient subtypes (Fig 8A and 8B). CLASS B showed stronger sensitivity to cell\nproliferation inhibitors, such as Temsirolimus, Camptothecin, and BX-912, possibly related to its strong proliferative characteristics.\n(Fig 8C).\nFig 8. The drug sensitivity analysis of HCC subtypes.\n(A) The SVM_10 model assigned subtypes to 81 HCC cell lines from the LIMORE dataset. (B) KEGG enrichment analysis of\nthe two subtypes. (C) Box plots illustrating drugs with differential activity area in the two subtypes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.g008\nDiscussion\nThis study expanded HCC driver genes using gene families and identified protein domains with significant mutation burden, through\npermutation testing [12]. From the results, some of these domains were associated with classical cancer mutation events, such as\nRTK and PI3K/AKT signaling pathways, along with the SET domain, known for its methyltransferase activity crucial for maintaining\nthe tumor-suppressive function of genes [53]. Moreover, the zf-H2C2_2 domain in zinc finger transcription factors also showed high\nmutation frequency and entropy, potentially leading to widespread transcriptional dysregulation in tumors and conferring a selective\ngrowth advantage to the tumor [10].\nTo overcome the discreteness inherent to mutation data for cancer stratification, we employed the NBS algorithm [27] to transform it\ninto continuous features. These features were subsequently integrated with gene expression data using the SNF algorithm [28] for\nclustering analysis. The results demonstrated that SNF effectively captured the smoothed mutation features from NBS and utilized\nthem for clustering. Through consensus clustering, we classified HCC into two subtypes, CLASS A and CLASS B, with significant\ndifferences in survival, with CLASS B displaying a lower survival probability. Moreover, compared with previous studies, our subtype\nmodel exhibits a higher value in clinical prediction.\nInterestingly, only driver genes showed poor stability in clustering and survival differences compared to the stratification results\nobtained through gene family expansion. This may be attributed to insufficiently utilizing the entire stratification algorithm’s\nextensive protein-protein interaction network information when focusing solely on driver genes. In the stratification algorithm, gene\nfamily expansion allowed for a more comprehensive consideration of family members associated with driver genes. This approach\nintroduced more relevant information, aiding in the revelation of complex molecular relationships and regulatory mechanisms. By\nincorporating family members into consideration, our understanding of the overall biological network was enhanced, resulting in\nmore biologically reasonable stratification outcomes.\nSubsequently, we conducted further analysis of the two subtypes. GSVA results indicated that CLASS A exhibited prominent\nmetabolic features enriched in pathways such as organic acid metabolism, redox reactions, fatty acid metabolism, and glycolysis.\nConversely, CLASS B was enriched in proliferative pathways, including mitosis and the cell cycle. Interestingly, we did not explicitly\nemphasize metabolism-related genes in the classifier genes. Therefore, the heightened metabolic features in CLASS A suggest that\naberrant changes in specific metabolic genes may contribute to the progression of HCC.\nMoreover, the increased dependency on these metabolic pathways may lead to metabolic vulnerability, implying the potential\ntherapeutic efficacy of inhibiting these pathways in treating CLASS A tumors [54]. Meanwhile, CLASS B exhibited higher immune\ncell abundance and overexpression of immune checkpoint molecules such as CTLA4 and HCVAR2, indicating its potential\nsuitability for immune checkpoint inhibitor therapy. Additionally, CLASS B had higher stemness scores, implying a more active\npopulation of cancer stem cells and increased tumor cell dedifferentiation [38]. These findings were confirmed in subsequent single-\ncell analysis.\nNext, we compared genomic differences between the subtypes and observed significant chromosomal instability in CLASS B,\ncharacterized by deletions in chromosomes 4p, 4q, 13q, 16p, 16q, and 17p. These deletions are frequently found in clinically\nadvanced, poorly differentiated, large, and metastatic HCC cases [55,56]. Additionally, our subtypes demonstrated a high degree of\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n7/16\n\n--- Page 8 ---\nconsistency with other subtypes. For example, CLASS A was enriched in several high metabolic subtypes with a better prognosis,\nsuch as Hosdia S3, iHCC1, and hALDH2. Additionally, CLASS B was enriched in low metabolic flux, high TP53 mutation, and highly\nproliferative subtypes, such as Hosdia S1, Hosdia S2, and iHCC3. In addition, referring to the findings of Benfeitas et al. [30], these\ntwo subtypes may employ different mechanisms to resist reactive oxygen species (ROS). Notably, during the subtype stratification\nof HCC, we incorporated mutation data. We observed significant differences in the mutation frequencies of classical oncogenes,\nsuch as RB1, ALB, APOB, and NFE2L2, among others, between the two distinct subtypes, except for TP53 and CTNNB1. This\ndifference was not significant among other subtypes (p > 0.05).\nRB1, a crucial tumor suppressor gene, regulates the cell cycle by inhibiting E2F transcription factors and cyclin-dependent kinases\nduring G1 to S phase transition [57,58]. RB1 mutations were predominantly found in CLASS B samples (Fisher’s exact test, p =\n1.39×10–8), explaining the heightened proliferative features in CLASS B. The Wnt-β-catenin signaling pathway is frequently\nactivated in HCC [59]. Aggressive HCC subtypes, unlike well-prognosed ones, enhance the Wnt pathway by regulating intracellular\nfree β-catenin through TGF-β overexpression [31]. In CLASS B, we observed the RGS domain primarily occurring in AXIN1\n(Fisher’s exact test, p = 0.012632, S11 Fig and S7 Table). This domain binds to APC protein, contributing to β-catenin degradation\n[60]. Missense mutations in the RGS domain of AXIN1 promote AXIN1 aggregation, leading to impaired β-catenin degradation [61].\nThus, in this aggressive subtype, gene mutations may indirectly or directly affect β-catenin degradation, resulting in Wnt pathway\nactivation.\nFinally, we developed a 10-gene SVM subtypes classifier between the subtypes. An intriguing finding was made regarding TTK,\none of the classifier genes with relevant drug records in Drugbank. TTK itself demonstrated excellent performance in subtype\nclassification. TTK, also known as Mps1, recruits other SAC proteins to unattached kinetochores during prophase to activate SAC-\nrelated arrest [62]. Inhibiting TTK activity leads to premature chromosome segregation, severe chromosomal missegregation,\naneuploidy, and cell death [63]. TTK is overexpressed in various human tumors, including HCC. Studies indicate its role in\npromoting HCC cell malignancy [64]. TTK inhibitors like BOS172722 [65] and CFI-402257 [66] have shown promise in cancer\ntreatment, making TTK a potential independent diagnostic biomarker and therapeutic target for specific HCC subtypes.\nAlthough we have identified two HCC subtypes with distinct survival and biological characteristics using driver genes and their\nfamily members, there are some limitations. Firstly, the lack of patient cohorts with comprehensive multi-omics and clinical data\nrestricts the validation of the subtype models across diverse populations. Secondly, this study needs to include relevant in vivo/in\nvitro experiments to demonstrate the therapeutic effect of relevant inhibitors on specific subtypes.\nConclusion\nIn conclusion, we successfully constructed two HCC subtypes with significant differences in survival. We have delved into the\nbiological disparities underlying these subtypes by integrating diverse omics data. Our tailored prognostic and classification models\ndemonstrated robustness and accurately predicted overall survival in HCC patients. Notably, TTK emerged as a crucial diagnostic\nbiomarker and potential therapeutic target for specific HCC subtypes. Our study offers a fresh outlook on HCC subtypes, enhancing\nour understanding of the disease’s pathogenesis and potential therapeutic strategies.\nMethods\nData sources and preprocessing\nThis study included a cohort of 893 patients with primary tumors from three HCC datasets, namely TCGA_LIHC, ICGC_JP, and\nICGC_FR. Among these, 690 patients (S8 Table) were retained for subsequent analysis as they had both RNA-seq and mutation\ndata available.\nSomatic mutations, miRNA expression, HM450 methylation, copy number variants, and clinical information for the TCGA_LIHC\ncohort were obtained from the GDC Data Portal(https://portal.gdc.cancer.gov/), mRNA-Seq data were obtained from the\nTCGAxGETx combined dataset from UCSC Xena (http://xena.ucsc.edu/). Somatic mutations, mRNA-Seq, and clinical data for\nICGC_JP and ICGC_FR cohorts were obtained from the ICGC database (https://dcc.icgc.org/).\nWe standardized them into TPM values to ensure consistency and comparability of RNA-seq data across the three cohorts. We\nmitigated batch effects using the \"ComBat\" function within the R package \"sva\" [67]. After amalgamating these cohorts into a single\nmerged cohort, we filtered out genes exhibiting TPM values ≤ 0 in over 30% of the samples. This preliminary data processing step\neffectively reduced noise, ensuring data quality by retaining approximately 17,660 genes for subsequent analyses.\nMethylation probes were preprocessed and normalized using the R package \"ChAMP\" [68]. We removed null rate probes in more\nthan 30% of methylation and miRNA data samples, using KNN (K = 15) interpolation with the R package \"impute\".\nFor somatic mutation data, we retained only non-silent mutations in the coding region.\nProtein domain with significant mutation burden\nBefore the domain mutation analysis, we further processed the somatic mutation data. Samples with tumor mutational burden\n(TMB) values >30 mutations/Mb were excluded to eliminate the influence of hypermutated samples. We calculated TMB as the\ncount of non-silent mutations within coding region exons divided by 38 Mb. We also removed MAF entries with non-point mutations,\namino acid change positions larger than the protein length, and the reference amino acids not aligning with the protein reference\nsequence.\nA permutation test was used to identify protein domains with significant mutation burden, as described by Miller et al. [12] In this\ntest, we assumed that all amino acids within the protein have an equal chance of mutation. The permutation test assessed whether\nthe observed values significantly deviated from the empirical distribution obtained from random mutations in the gene. The P-value\nafter i permutations was defined as:\nTo quantify the information about the distribution of the mutation burden within a specific domain among its gene members, we\ncomputed the entropy value (S). The entropy is defined as:\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n8/16\n\n--- Page 9 ---\nIn information entropy theory, the entropy value reaches its maximum when the distribution is uniform. Thus, the entropy value is\nclose to 1 if mutations in the domain are uniformly distributed across the family genes. Conversely, if the mutations are not\nuniformly distributed, the entropy value will be closer to 0.\nDifferential analysis\nWe used the Mann-Whitney U test for miRNA and mRNA data to find genes with expression differences between different groups.\nWe corrected the p-values using the Benjamin-Hochberg method. We define differentially expressed miRNA (DMi) and differential\ngene (DEG) for those with | Log2FC |>1 and p.adjust<0.05. Additionally, we excluded DMi and DEG with mean expression levels\nless than 1 in both the test and control groups.\nDifferential methylation probes (DMPs) were identified using the R package \"ChAMP\" for DNA methylation data, considering probes\nwith |Δβ| > 0.2 and p.adjust < 0.05 as DMPs.\nFor copy number data, we employed the GISTIC2.0 function available in GenePattern(https://www.genepattern.org/) to identify\nchromosomal regions and genes exhibiting significant copy number variations.\nDefine driver-dysregulated gene\nWe defined driver-dysregulated genes (DDGs) as genes that exhibit transcriptional dysregulation due to alterations in DNA\nmethylation, miRNA expression, or copy number variation. To comprehensively define DDGs, we further divide DMPs into three\ngroups: distal enhancers, promoters (TSS1500, TSS200, 5’UTR, and 1stExon), and gene body. Here, TSS1500 refers to the region\n200–1500 bases upstream of the transcriptional start site (TSS), while TSS200 represents the region 0–200 bases upstream of the\nTSS. The R packages \"ELMERv.2\" [69] and \"ChAMP\" were used to identify distal enhancer probes, promoter and gene body\nmethylation probes, and their target genes. For DMi, we used the R package \"multiMiR\" [70] to obtain target genes based on\nexperimental or computational predictions. Genes with a copy number gain or loss ratio greater than 20% were categorized as gain\nor loss groups, respectively (CNV levels greater than 1 for gain and less than -1 for loss). The association between DMPs, DMi,\nCNV, and DEG was analyzed using Spearman correlation (threshold: |ρ| > 0.2, p-value after Benjamin Hochberg correction < 0.05).\nVenn diagrams were used for result filtering to illustrate the relationships between different omics layers and the transcriptome.\nSubtype recognition model\nIn this paper, we aimed to construct HCC subtypes using somatic mutation data and mRNA expression data. First, we converted\nthe mutation MAF file into a binary matrix, where 0 represents no mutation, and 1 indicates a mutation presence in that sample. To\nsmooth the mutation data, we used pyNBS (https://github.com/idekerlab/pyNBS) [71], a Python version of the Network-based\nstratification (NBS) algorithm [27]. This algorithm employs network propagation to smooth the mutation signals, enhancing their\nclassification capabilities like other continuous features. The following formula can represent the process of network propagation:\nF represents the patient mutation matrix, A represents the normalized adjacency matrix of the gene interaction network, and α is\nan adjustment parameter that controls the distance allowed for mutation signals to spread through the network during propagation.\nThe propagation function iterates until convergence (determined by the matrix norm of F\n- F < 1×10\n), with α set to 0.7 following\nrecommendations from the references for smoothing the mutation data.\nThe gene expression data underwent log (x+1) transformation and Z-score normalization. Next, we integrated the smoothed\nmutation data with the gene expression data to form a similarity matrix W using the R package \"SNFtool\". For integration, we used\n20 nearest neighbors, set the variance of the local model to 0.5, and performed 20 iterations of the diffusion process.\nWe conducted consensus clustering using the similarity matrix W with the R package \"ConsensusClusterPlus.\" We set clustering\nparameters as follows: maximum clusters = 6, iterations = 5000, item sample proportion = 0.8, distance metric = ’spearman’, and\nclustering algorithm = ’hc’. We evaluated clustering quality using the silhouette coefficient (Sil), defined as follows\nHere, a(i) represents the average distance between vector i and all other points within the same cluster. In contrast, b(i) represents\nthe minimum average distance between vector i and all points in a cluster that does not include it.\nGene enrichment analysis\nThe R package \"clusterProfiler\" [72] performs hypergeometric distribution tests on the annotations of specific gene sets in different\ndatabases.\nTo convert gene expression data into scores for particular biological processes, we utilized the R packages \"GSVA\" [73] and\n\"msigdbr.\" Subsequently, a Student’s t-test was employed to identify significant differences in biological processes among different\nsubtypes. A differential biological process was defined as |ΔGSVA score| > 0.2 and Benjamini-Hochberg adjusted p < 0.05.\nCIN ratio\nBased on previous research, we assessed chromosomal instability (CIN) across different subtypes using the CIN ratio [74,75]. To\ncalculate the CIN ratio for each tumor sample, we extracted the \"broad_values_by_arm.txt\" file from the GISTIC2.0 results. In this\nfile, CNV scores exceeding 0.1 or falling below -0.1 were regarded as alterations. The CIN ratio was defined as:\n0\nt+1\nt\n−6\n2\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n9/16\n\n--- Page 10 ---\nNomogram model of HCC subtypes\nWe used the R package \"survival\" to construct univariate and multivariate Cox prognostic models. The \"forestplot\" package was\nemployed to generate forest plots, while the \"rms\" package facilitated the creation of a nomogram for the multivariate model. To\nassess the performance of the nomogram model, we employed calibration plots, decision curve analysis, and receiver operating\ncharacteristic (ROC) curves, leveraging the R packages \"rms,\" \"dcurves,\" and \"timeROC\" respectively. Additionally, the R package\n\"DynNom\" wasutilized to develop a dynamic nomogram model and an interactive webpage.\nSingle-cell data processing\nWe downloaded the HCC single-cell RNA sequencing (scRNA-seq) data from the GEO database (GEO accession: GSE149614\n[51]). For further analysis, we selected 10 primary tumor samples. Quality control (QC) was performed using the R package\n\"Seurat\" [76], involving cell-level QC and gene-level QC. Specifically, cells with UMIs greater than 500, expressing genes between\n500 and 8000, and mitochondrial content less than 10% were retained. We kept genes with expression data in at least 10 cells for\ngene-level QC. Subsequently, 22,298 genes and 31,490 cells were used for subsequent analyses.\nSingle-cell data dimensionality reduction clustering\nWe processed the scRNA-seq data using the R package \"Seurat.\" Firstly, the \"NormalizeData\" function was applied for background\ncorrection and normalization. We employed the \"FindVariableFeatures\" function (selection method = ’vst’, ’ x-axis cut off = (0.0125,\n3), y-axis cut off > 0.5) to identify the top 2000 highly variable genes. Scaling of the data was carried out with the \"ScaleData\"\nfunction, excluding mitochondrial contamination heterogeneity. Next, we reduced data dimensionality with the \"RunPCA\" function,\nselecting the top 30 principal components based on the \"ElbowPlot\" analysis. Cell clustering was conducted with a resolution of 0.2\nusing the \"FindClusters\" function, and cell clusters were visualized with the \"RunUMAP\" and \"DimPlot\" functions. Significant marker\ngenes in different clusters were identified using the \"FindAllMarkers\" function. To annotate the cell clusters, we adopted a statistical-\nbased approach by performing enrichment analysis on the marker genes using the \"clusterProfiler\" R package. We downloaded the\nHuman cell markers dataset from CellMarker (http://biocc.hrbmu.edu.cn/CellMarker).\nSubtype machine learning model\nAll machine learning classifiers were constructed using the \"scikit-learn\" package (version 1.0.2) in Python (version 3.9.12). Cross-\nvalidation and grid search were used to obtain the best hyperparameters for the model. To assess the performance of the\nclassification results, we employed Confusion matrices, ROC curves, accuracy (ACC), sensitivity (SEN), specificity (SPE), and\nMatthews correlation coefficient (MCC). These evaluation metrics are defined as follows:\nHere, TP denotes the count of true positives, TN denotes the count of true negatives, FP denotes the count of false positives, and\nFN denotes the count of false negatives. The machine learning model can be found at https://github.com/Mike-\nW29/SVM_model_for_HCC_subtype.\nStatistic analysis\nStatistical analyses for this paper were conducted using R (version: 4.2.1). Kaplan-Meier curves were evaluated with the log-rank\ntest to determine significance. The chi-square and Fisher’s exact tests explored associations between clinical characteristics in\ndifferent groups. Unless otherwise specified, statistical significance was defined as p-values < 0.05 (two-tailed). In the paper,\nsignificance levels were denoted as * (p < 0.05), ** (p < 0.01), *** (p < 0.001), **** (p < 0.0001), and \"na\" indicated no statistical\ndifference.\nSupporting information\nS1 Fig. Identification of driver gene-related subtypes in the TCGA cohort.\n(A) Silhouette coefficients for different values of k. (B) Silhouette plot for k = 2. (C) Consensus matrix heatmap defining two\nsubtypes. (D) Five-year survival curves for the two subtypes, with CLASS A represented in red and CLASS B in blue.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s001\n(TIF)\nS2 Fig. The Sankey diagrams depicting the associations between the subtypes identified in our study and those from previous research studies.\n(A) Hoshida 3-class subtypes. (B) Bidkhori 3-class subtypes. (C) Benfeitas 2-class subtypes. (D) TCGA 3-class subtypes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s002\n(TIF)\nS3 Fig. C-index analysis comparing the subtypes identified in this study with previous research.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s003\n(TIF)\nS4 Fig. XCELL analysis results for the two subtypes.\n(A) Analysis of different cell abundances between the two subtypes using XCELL. The statistical significance of the differences was\nassessed using the Mann-Whitney U test. (B) Analysis of different immune scores, stromal scores, and microenvironment scores\nbetween the two subtypes using XCELL. The statistical significance of the differences was assessed using the Mann-Whitney U\ntest.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s004\n2/8/25, 4:41 PM\nMachine learning and multi-omics data reveal driver gene-based molecular subtypes in hepatocellular carcinoma for precision tr…\nhttps://journals.plos.org/ploscompbiol/article?id=10.1371%2Fjournal.pcbi.1012113&utm_source=chatgpt.com\n10/16\n\n--- Page 11 ---\n1.\nView Article\nPubMed/NCBI\nGoogle Scholar\n(TIF)\nS5 Fig. Box plots depicting the expression of KRT19 in the two subtypes.\nStatistical significance of the differences was assessed using the Mann-Whitney U test to determine if these differences were\nstatistically significant.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s005\n(TIF)\nS6 Fig. Box plot showing the TMB in each subtype.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s006\n(TIF)\nS7 Fig. The classification results of the HCC subtypes using the SVM_TTK model.\n(A) Predicted results of the SVM_TTK model on the validation set. (B) ROC curve of the SVM_TTK model in the training set. (C)\nROC curve of the SVM_TTK model in the validation set.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s007\n(TIF)\nS8 Fig. The validation of the classification and prognostic models.\n(A) Survival analysis of the GSE14520 cohort based on the classification results using the SVM_TKK model. (B) Expression levels\nof TTK in the two subtypes of the GSE14520 cohort, with statistical significance determined by the Mann-Whitney U test (C) ROC\ncurves depicting the predictive results of the prognostic model for 1-, 3-, and 5-year survival probabilities in the GSE14520 cohort.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s008\n(TIF)\nS9 Fig. The decision curve analysis for the prognostic model of the subtypes.\n(A) Decision curve analysis for 1-year survival. (B) Decision curve analysis for 3-year survival. (C) Decision curve analysis for 5-\nyear survival.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s009\n(TIF)\nS10 Fig. The single-cell expression profiles of four immune checkpoint genes that exhibit differential expression at the bulk level.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s010\n(TIF)\nS11 Fig. Oncoplot illustrating the specific differences in protein domain mutation frequencies between the two subtypes (chi-square test).\nhttps://doi.org/10.1371/journal.pcbi.1012113.s011\n(TIF)\nS1 Table. Driver gene and their family number.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s012\n(XLS)\nS2 Table. Protein domains with significant mutations.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s013\n(XLS)\nS3 Table. List of stratification genes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s014\n(XLS)\nS4 Table. Differential clinical features between the two subtypes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s015\n(XLS)\nS5 Table. HCC subtypes from other studies used in this paper.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s016\n(XLS)\nS6 Table. Differential enrichment analysis of two subtypes in REACTOME gene sets using GSVA.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s017\n(XLS)\nS7 Table. Protein domains with specific differences in mutation frequencies between the two subtypes.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s018\n(XLS)\nS8 Table. Description of the patient cohort.\nhttps://doi.org/10.1371/journal.pcbi.1012113.s019\n(XLS)\nAcknowledgments\nWe thank Dr Jianming Zeng (University of Macau), and all the members of his bioinformatics team, biotrainee, for generously\nsharing their experience and codes.\nReferences\nSung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global Cancer Statistics 2020: GLOBOCAN Estimates of Incidence and\nMortality Worldwide for 36 Cancers in 185 Countries. CA Cancer J Clin. 2021;71(3):209–49. 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