From 5950b9ed0c42b00c1cb531ce99ba0098fae9b269 Mon Sep 17 00:00:00 2001 From: Haofei Yu Date: Sun, 10 Aug 2025 14:51:07 -0700 Subject: [PATCH 1/2] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 3079142..8f650b4 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@

Sotopia-RL: Reward Design for Social Intelligence

-[![Project Page](https://img.shields.io/badge/Project-Page-green.svg)](https://rl.sotopia.world/) ![Paper PDF](https://img.shields.io/badge/Paper-PDF-red.svg) [![huggingface](https://img.shields.io/badge/%F0%9F%A4%97-Model-orange)](https://huggingface.co/ulab-ai/sotopia-rl-qwen-2.5-7B-grpo) [![Python 3.10](https://img.shields.io/badge/python-%E2%89%A53.10-blue)](https://www.python.org/downloads/release/python-3109/) [![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://pre-commit.com/) Code style: black ![Code License](https://img.shields.io/badge/Code%20License-Apache_2.0-blue.svg) +[![Project Page](https://img.shields.io/badge/Project-Page-green.svg)](https://rl.sotopia.world/) [![Paper PDF](https://img.shields.io/badge/Paper-PDF-red.svg)](https://arxiv.org/abs/2508.03905) [![huggingface](https://img.shields.io/badge/%F0%9F%A4%97-Model-orange)](https://huggingface.co/ulab-ai/sotopia-rl-qwen-2.5-7B-grpo) [![Python 3.10](https://img.shields.io/badge/python-%E2%89%A53.10-blue)](https://www.python.org/downloads/release/python-3109/) [![pre-commit](https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white)](https://pre-commit.com/) Code style: black ![Code License](https://img.shields.io/badge/Code%20License-Apache_2.0-blue.svg) ## 📚 Table of Contents From 9853191337ad7d63cc2f4f5362a5e90e7597d68f Mon Sep 17 00:00:00 2001 From: Haofei Yu Date: Sun, 10 Aug 2025 14:58:13 -0700 Subject: [PATCH 2/2] Update README.md --- README.md | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 8f650b4..dc30f4f 100644 --- a/README.md +++ b/README.md @@ -21,7 +21,17 @@ We first attribute episode-level rewards for multi-turn social interactions to in- dividual utterances with LLMs. Then, we construct a combined reward that includes multiple dimensions of rewards besides goal completion, allowing us to regularize the optimization pro- cess for goal completion. These rewards are used to guide the RL training of social agents. - +``` +@misc{yu2025sotopiarlrewarddesignsocial, + title={Sotopia-RL: Reward Design for Social Intelligence}, + author={Haofei Yu and Zhengyang Qi and Yining Zhao and Kolby Nottingham and Keyang Xuan and Bodhisattwa Prasad Majumder and Hao Zhu and Paul Pu Liang and Jiaxuan You}, + year={2025}, + eprint={2508.03905}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2508.03905} +} +``` ![sotopia-rl](assets/sotopia_method.jpg)