Odysseus Navigates the Sirens' Song: Dynamic Focus Decoding for Factual and Diverse Open-Ended Text Generation. - Wen Luo 001; Feifan Song 001; Wei Li 101; Guangyue Peng; Shaohang Wei; Houfeng Wang (ACL (1), 2025)

Well Begun is Half Done: Low-resource Preference Alignment by Weak-to-Strong Decoding. - Feifan Song 001; Shaohang Wei; Wen Luo 001; Yuxuan Fan; Tianyu Liu 001; Guoyin Wang; Houfeng Wang (ACL (Findings), 2025)

MeNTi: Bridging Medical Calculator and LLM Agent with Nested Tool Calling. - Yakun Zhu; Shaohang Wei; Xu Wang; Kui Xue; Shaoting Zhang 001; Xiaofan Zhang 002 (NAACL (Long Papers), 2025)

CiteCheck: Towards Accurate Citation Faithfulness Detection. - Ziyao Xu 001; Shaohang Wei; Zhuoheng Han; Jing Jin; Zhe Yang 013; Xiaoguang Li; Haochen Tan; Zhijiang Guo; Houfeng Wang (CoRR, 2025)

TIME: A Multi-level Benchmark for Temporal Reasoning of LLMs in Real-World Scenarios. - Shaohang Wei; Wei Li 101; Feifan Song 001; Wen Luo 001; Tianyi Zhuang; Haochen Tan; Zhijiang Guo; Houfeng Wang (CoRR, 2025)