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lightonai
/
Reason-ModernColBERT

Sentence Similarity
Safetensors
sentence-transformers
English
PyLate
modernbert
ColBERT
feature-extraction
Generated from Trainer
dataset_size:100521
loss:CachedContrastive
Eval Results
text-embeddings-inference
Model card Files Files and versions
xet
Community
4

Instructions to use lightonai/Reason-ModernColBERT with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

  • Libraries
  • sentence-transformers

    How to use lightonai/Reason-ModernColBERT with sentence-transformers:

    from pylate import models
    
    queries = [
        "Which planet is known as the Red Planet?",
        "What is the largest planet in our solar system?",
    ]
    
    documents = [
        ["Mars is the Red Planet.", "Venus is Earth's twin."],
        ["Jupiter is the largest planet.", "Saturn has rings."],
    ]
    
    model = models.ColBERT(model_name_or_path="lightonai/Reason-ModernColBERT")
    
    queries_emb = model.encode(queries, is_query=True)
    docs_emb = model.encode(documents, is_query=False)
  • Inference
  • Notebooks
  • Google Colab
  • Kaggle
Reason-ModernColBERT
600 MB
Ctrl+K
Ctrl+K
  • 2 contributors
History: 5 commits
NohTow's picture
NohTow
Samoed's picture
Samoed
Add evaluation results for model lightonai/Reason-ModernColBERT revision a1f75a3d01084caf9d4cea3500a498533352f001 (#4)
b0e5f1a 23 days ago
  • .eval_results
    Add evaluation results for model lightonai/Reason-ModernColBERT revision a1f75a3d01084caf9d4cea3500a498533352f001 (#4) 23 days ago
  • 1_Dense
    Add new SentenceTransformer model 12 months ago
  • .gitattributes
    1.52 kB
    initial commit 12 months ago
  • README.md
    79.6 kB
    Add GPT4 reasoning trace results 11 months ago
  • config.json
    1.4 kB
    Add new SentenceTransformer model 12 months ago
  • config_sentence_transformers.json
    696 Bytes
    Add do_query_expansion parameter 8 months ago
  • model.safetensors
    596 MB
    xet
    Add new SentenceTransformer model 12 months ago
  • modules.json
    216 Bytes
    Add new SentenceTransformer model 12 months ago
  • sentence_bert_config.json
    53 Bytes
    Add new SentenceTransformer model 12 months ago
  • special_tokens_map.json
    581 Bytes
    Add new SentenceTransformer model 12 months ago
  • tokenizer.json
    3.58 MB
    Add new SentenceTransformer model 12 months ago
  • tokenizer_config.json
    21.4 kB
    Add new SentenceTransformer model 12 months ago