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by nielsr HF Staff - opened
README.md
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---
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library_name: transformers
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pipeline_tag: text-classification
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---
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# TESSY: Boundary Predictor
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This model is a boundary predictor developed as part of the **TESSY** (Teacher–Student Cooperation Data Synthesis) framework, as presented in the paper:
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[*How to Fine-Tune a Reasoning Model? A Teacher–Student Cooperation Framework to Synthesize Student-Consistent SFT Data*](https://huggingface.co/papers/2604.14164).
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## Model Description
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TESSY is a framework designed to bridge the stylistic gap between teacher-generated synthetic data and the student model's distribution. It interleaves teacher and student models to alternately generate style and non-style tokens.
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The **Boundary Predictor** is a critical component of this system; it identifies the transitions between reasoning steps (capability tokens) and non-reasoning stylistic content (style tokens) within a given problem. This allows the framework to determine when to switch between the teacher model (for reasoning) and the student model (for style).
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## Links
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- **Paper:** [arXiv:2604.14164](https://huggingface.co/papers/2604.14164)
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- **Code:** [GitHub - CoopReason/TESSY](https://github.com/CoopReason/TESSY)
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- **Dataset:** [TESSY-Code-80K](https://huggingface.co/datasets/CoopReason/TESSY-Code-80K)
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## Citation
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If you find this work useful, please cite:
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```bibtex
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@article{TESSY,
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title={How to Fine-Tune a Reasoning Model? A Teacher--Student Cooperation Framework to Synthesize Student-Consistent SFT Data},
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author={Huang, Zixian and Yang, Kaichen and Huang, Xu and Hao, Feiyang and Ge, Qiming and Li, Bowen and Du, He and Chen, Kai and Guo, Qipeng},
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journal={arXiv preprint arXiv:2604.14164},
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year={2026}
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}
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```
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