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---
language:
- en
license: apache-2.0
library_name: transformers
tags:
- qwen3
- english
- data-mining
- data-science
- instruction-tuning
- sft
datasets:
- murataksit34/data-scientist-dialog-8k-en
---

# Qwen3-4B-Data-Science-Insight-7.6K

This model is tuned for decision-oriented data mining and applied data science assistance.

## Training Setup
1. Domain SFT: `murataksit34/data-scientist-dialog-8k-en`.

## Dataset Test Highlights
- Total records: `7,624`
- Split: `train: 6,099 · test: 1,525`
- assistant_first_unique_ratio: `0.9491`
- assistant_final_unique_ratio: `0.9906`

## 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