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---
title: README
emoji: 🐒
colorFrom: yellow
colorTo: green
sdk: static
pinned: false
---
# Resa: Transparent Reasoning Models via SAE
**Resa** is the family of 1.5B models created via sparse autoencoder tuning (SAE-Tuning) on open-source reasoning datasets.
* **Paper**: [https://arxiv.org/abs/2506.09967](https://arxiv.org/abs/2506.09967)
* **Notion Blog**: [https://shangshangwang.notion.site/resa](https://shangshangwang.notion.site/resa)
* **Code Repository**: [https://github.com/shangshang-wang/Resa](https://github.com/shangshang-wang/Resa)
* **Training Logs**: [https://wandb.ai/upup-ashton-wang-usc/Resa](https://wandb.ai/upup-ashton-wang-usc/Resa)
*Resa's avatar is generated by GPT-4o based on [KYNE](https://www.artsy.net/artist/kyne)'s girls and the following prompt.*
*Hey hey! I’m Resa β€” total ENTJ energy here πŸ’₯ I *love* meeting new people (friends are everything!!), and I’m all about chasing good vibes through amazing food, spontaneous travel, artsy sketches, and singing my heart out wherever I go! 🎨✈️🍜🎀 ... Oops, almost forget, I am super into large language model reasoning, too!*