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Model: SakanaAI/TinySwallow-1.5B Source: Original Platform
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README.md
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license: apache-2.0
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language:
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- ja
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pipeline_tag: text-generation
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library_name: transformers
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base_model:
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- Qwen/Qwen2.5-1.5B-Instruct
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---
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# TinySwallow-1.5B
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🤗 [Models](https://huggingface.co/SakanaAI) | 📚 [Paper](https://arxiv.org/abs/2501.16937) | 📝 [Blog](https://sakana.ai/taid-jp/) | 🐦 [Twitter](https://twitter.com/SakanaAILabs)
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**TinySwallow-1.5B** is a Japanese compact language model created through *TAID (Temporally Adaptive Interpolated Distillation)*, our new knowledge distillation method.
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We used [Qwen2.5-32B-Instruct](https://huggingface.co/Qwen/Qwen2.5-32B-Instruct) as the teacher model and [Qwen2.5-1.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-1.5B-Instruct) as the student model.
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The model has been further pre-trained on Japanese text data to enhance its Japanese language capabilities.
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If you are looking for an instruction-following model, check [TinySwallow-1.5B-Instruct](https://huggingface.co/SakanaAI/TinySwallow-1.5B-Instruct).
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## Model Details
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- **Developed by:** [Sakana AI](https://sakana.ai/) and [Swallow Team](https://swallow-llm.github.io/index.en.html)
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- **Model type:** Autoregressive Language Model
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- **Language(s):** Japanese
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- **License:** [Apache License, Version 2.0](./LICENSE)
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- **Paper:** https://arxiv.org/abs/2501.16937
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- **Blog:** https://sakana.ai/taid-jp/
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## Uses
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This model is provided for research and development purposes only and should be considered as an experimental prototype.
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It is not intended for commercial use or deployment in mission-critical environments.
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Use of this model is at the user's own risk, and its performance and outcomes are not guaranteed.
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Sakana AI shall not be liable for any direct, indirect, special, incidental, or consequential damages, or any loss arising from the use of this model, regardless of the results obtained.
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Users must fully understand the risks associated with the use of this model and use it at their own discretion.
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## Acknowledgement
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We would like to thank the developers of the source models for their contributions and for making their work available.
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## Authors
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* [Sakana AI](https://sakana.ai/)
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* [Makoto Shing](https://huggingface.co/mkshing)
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* [Taishi Nakamura](https://x.com/Setuna7777_2)
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* [Kou Misaki](https://huggingface.co/takkyu2)
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* [Takuya Akiba](https://huggingface.co/iwiwi)
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* [Swallow Team](https://swallow-llm.github.io/index.en.html)
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* [Naoki Okazaki](https://www.chokkan.org/index.ja.html)
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* [Youmi Ma](https://www.nlp.c.titech.ac.jp/member/youmi.en.html)
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* [Kakeru Hattori](https://aya-se.vercel.app/)
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* [Kazuki Fujii](https://x.com/okoge_kaz)
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* [Sakae Mizuki](https://s-mizuki-nlp.github.io/)
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## Citation
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```bibtex
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@misc{sakana2025taid,
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title = {TAID: Temporally Adaptive Interpolated Distillation for Efficient Knowledge Transfer in Language Models},
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author. = {Makoto Shing and Kou Misaki and Han Bao and Sho Yokoi and Takuya Akiba},
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year = {2025},
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eprint = {2501.16937},
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archivePrefix = {arXiv},
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primaryClass = {cs.LG},
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url = {https://arxiv.org/abs/2501.16937}
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}
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```
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