| language: | |
| - en | |
| license: apache-2.0 | |
| library_name: transformers | |
| tags: | |
| - qwen3 | |
| - english | |
| - data-mining | |
| - data-science | |
| - instruction-tuning | |
| - sft | |
| - insight | |
| datasets: | |
| - zero9tech/data-scientist-insight-dialog-en-16.5k | |
| # Qwen3-4B-Data-Science-Insight-16.5K | |
| This model is tuned for decision-oriented data mining and applied data science assistance. | |
| ## Training Setup | |
| 1. Domain SFT: zero9tech/data-scientist-insight-dialog-en-16.5k. | |
| ## Dataset Test Highlights | |
| - Total records: 16,463 | |
| - Split: train: 14,021 路 validation: 801 路 test: 1,641 | |
| - assistant_first_unique_ratio: 0.8408 | |
| - assistant_final_unique_ratio: 1.0000 | |
| ## Usage Note | |
| Model behavior is optimized for decision-focused responses (method choice, alternatives, risk signals, validation planning). | |
| ## Copyright | |
| Copyright (c) Zero9 Tech | |
| ## License | |
| Apache-2.0 | |