Qwen3-4B-Data-Science-Insight-16.5K
This model is tuned for decision-oriented data mining and applied data science assistance.
Training Setup
- Domain SFT: zero9tech/data-scientist-insight-dialog-en-16.5k.
Dataset Test Highlights
- Total records: 16,463
- Split: train: 14,021 · validation: 801 · 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
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