Findings of ACL. EMNLP. Conference on Empirical Methods in Natural Language Processing

No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users.

Pub Date : 2025-11-01 DOI: 10.18653/v1/2025.findings-emnlp.984 Mengxuan Hu, Hongyi Wu, Ronghang Zhu, Zihan Guan, Dongliang Guo, Daiqing Qi, Sheng Li

Visual Self-Refinement for Autoregressive Models.

Pub Date : 2025-11-01 DOI: 10.18653/v1/2025.findings-emnlp.1161 Jiamian Wang, Ziqi Zhou, Chaithanya Kumar Mummadi, Sohail Dianat, Majid Rabbani, Raghuveer Rao, Chen Qiu, Zhiqiang Tao

Large Language Models with Temporal Reasoning for Longitudinal Clinical Summarization and Prediction.

Pub Date : 2025-11-01 DOI: 10.18653/v1/2025.findings-emnlp.1128 Maya Kruse, Shiyue Hu, Nicholas Derby, Yifu Wu, Samantha Stonbraker, Bingsheng Yao, Dakuo Wang, Elizabeth Goldberg, Yanjun Gao