52 lines
2.0 KiB
Markdown
52 lines
2.0 KiB
Markdown
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---
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license: apache-2.0
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tags:
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- unsloth
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- trl
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- sft
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- instruction-following
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- reasoning
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datasets:
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- patrickfleith/instruction-freak-reasoning
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language:
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- en
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base_model:
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- Qwen/Qwen3-0.6B
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pipeline_tag: text-generation
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library_name: transformers
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---
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# Qwen3-0.6B-IF-Expert
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This project performs full fine-tuning on the **Qwen3-0.6B** language model to enhance its **instruction-following** and **reasoning** capabilities. Training was conducted on the `patrickfleith/instruction-freak-reasoning` dataset using bfloat16 (bf16) precision for efficient optimization.
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## Training Procedure
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1. **Dataset Preparation**
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* The `patrickfleith/instruction-freak-reasoning` dataset was used.
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* Each example contains a complex instruction paired with an in-depth reasoning-based response.
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* Prompts were structured to encourage chain-of-thought style outputs when applicable.
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2. **Model Loading and Configuration**
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* Qwen3 base model weights were loaded via the `unsloth` library in bf16 precision.
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* All model layers were fully updated (`full_finetuning=True`) to effectively adapt the model to instruction understanding and stepwise response generation.
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3. **Supervised Fine-Tuning**
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* Fine-tuning was conducted using the Hugging Face TRL library with the Supervised Fine-Tuning (SFT) approach.
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* The model was trained to follow detailed instructions, reason logically, and generate structured responses.
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## Purpose and Outcome
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* The model’s ability to follow complex instructions and explain its reasoning process has been significantly enhanced.
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* It generates both coherent reasoning steps and conclusive answers, improving transparency and usability for instruction-based tasks.
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## License
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This project is licensed under the Apache License 2.0. See the [LICENSE](./LICENSE) file for details.
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## Support
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<a href="https://www.buymeacoffee.com/suayptalha" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 60px !important;width: 217px !important;" ></a>
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