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Nianqi Li | Jingping Liu | Sihang Jiang | Haiyun Jiang | Yanghua Xiao | Jiaqing Liang | Zujie Liang | Feng Wei | Jinglei Chen | Zhenghong Hao | Bing Han |

Unexpected Phenomenon: LLMs’ Spurious Associations in Information Extraction F i n d i n g s - A C L

Weiyan Zhang | Wanpeng Lu | Jiacheng Wang | Yating Wang | Lihan Chen | Haiyun Jiang | Jingping Liu | Tong Ruan |

RRNorm: A Novel Framework for Chinese Disease Diagnoses Normalization via LLM-Driven Terminology Component Recognition and Reconstruction F i n d i n g s - A C L

Yongqi Fan | Yansha Zhu | Kui Xue | Jingping Liu | Tong Ruan |

CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models F i n d i n g s - E M N L P

Zhiwei Zha | Xiangru Zhu | Yuanyi Xu | Chenghua Huang | Jingping Liu | Zhixu Li | Xuwu Wang | Yanghua Xiao | Bei Yang | Xiaoxiao Xu |