Publications

Papers and Preprints
2025
World Models with Hints of Large Language Models for Goal Achieving
Zeyuan Liu*, Maggie Huan*, Xiyao Wang, Jiafei Lyu, Jian Tao, Xiu Li†, Furong Huang†, Huazhe Xu†
NAACL 2025 Oral
Paper Code
A Dataset for Distilling Knowledge Priors from Literature for Scientific Discovery
Haydn Jones, Natalie Maus, Josh Ludan, Maggie Huan, Jiaming Liang, Marcelo Der Torossian Torres, Zachary Ives, Yoseph Barash, Cesar de la Fuente-Nunez, Jiatao Liang, Jacob R. Gardner, Mark Yatskar
NeurIPS 2025
Paper Huggingface
Preprints
Does Math Reasoning Improve General LLM Capabilities? Understanding Transferability of LLM Reasoning
Maggie Huan*, Yuetai Li*, Tuney Zheng*, Xiaoyu Xu, Seungone Kim, Minxin Du, Radha Poovendran, Graham Neubig, Xiang Yue
In Submission
Paper Code Huggingface
Domain Gating Ensemble Networks for AI-Generated Text Detection
Arihant Tripathi, Liam Dugan, Charis Gao, Maggie Huan, Meiqing Jin, Peter Zhang, Lyuxin David Zhang, Julia Zhao, Chris Callison-Burch
In Submission
Paper Code
How and Why LLMs Generalize: A Fine-Grained Analysis of LLM Reasoning from Cognitive Behaviors to Low-Level Patterns
Haoyue Bai, Yiyou Sun, Wenjie Hu, Qiu Shi, Maggie Huan, Peiyang Song, Robert Nowak, Dawn Song
In Submission