ACL

Maximum Score Routing For Mixture-of-Experts

Bowen Dong, Yilong Fan, Yutao Sun, Zhenyu Li, Tengyu Pan, Xun Zhou, Jianyong Wang

机构 * Tsinghua University（清华大学） ； Tianjin University（天津大学） ； Seed-Foundation-Model Team（种子基础模型团队） 纠错

Journal ref In Findings of the Association for Computational Linguistics: ACL 2025, pages 12619-12632, Vienna, Austria

M$^3$FinMeeting: A Multilingual, Multi-Sector, and Multi-Task Financial Meeting Understanding Evaluation Dataset

Jie Zhu, Junhui Li, Yalong Wen, Xiandong Li, Lifan Guo, Feng Chen

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Qwen DianJin Team, Alibaba Cloud Computing（阿里云量子金融团队） 纠错

Comments Accepted by ACL-2025

Journal ref The 63nd Annual Meeting of the Association for Computational Linguistics(ACL),2025

Judging the Judges: Evaluating Alignment and Vulnerabilities in LLMs-as-Judges

Aman Singh Thakur, Kartik Choudhary, Venkat Srinik Ramayapally, Sankaran Vaidyanathan, Dieuwke Hupkes

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； Meta 纠错

Comments https://aclanthology.org/2025.gem-1.33/

Journal ref Proceedings of the Fourth Workshop on Generation Evaluation and Metrics GEM2 2025 pages 404 to 430; July 31 August 1 2025; 2025 Association for Computational Linguistics

iShumei-Chinchunmei at SemEval-2025 Task 4: A balanced forgetting and retention multi-task framework using effective unlearning loss

Yujian Sun, Tian Li

机构 * Shumei AI Research Institute（Shumei人工智能研究院） ； School of Computing（计算学院） 纠错

Journal ref Association for Computational Linguistics, Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval-2025), 1357-1369

Chinchunmei at SemEval-2025 Task 11: Boosting the Large Language Model's Capability of Emotion Perception using Contrastive Learning

Tian Li, Yujian Sun, Huizhi Liang

机构 * School of Computing, Newcastle University（计算学院，新卡斯尔大学） ； Shumei AI Research Institute（舒美人工智能研究院） 纠错

Journal ref Association for Computational Linguistics, Proceedings of the 19th International Workshop on Semantic Evaluation (SemEval-2025), 319-330

From Teacher to Student: Tracking Memorization Through Model Distillation

Simardeep Singh

机构 * Indian Institute of Technology, Roorkee（印度理工学院拉胡尔学院） 纠错

Comments 5 pages, in-proceedings L2M2 @ ACL 2025

SECQUE: A Benchmark for Evaluating Real-World Financial Analysis Capabilities

Noga Ben Yoash, Meni Brief, Oded Ovadia, Gil Shenderovitz, Moshik Mishaeli, Rachel Lemberg, Eitam Sheetrit

机构 * Microsoft Industry AI（微软产业人工智能） 纠错

Comments Benchmark available at: https://huggingface.co/datasets/nogabenyoash/SecQue

Journal ref n Proceedings of the Fourth Workshop on Generation, Evaluation and Metrics, Association for Computational Linguistics (2025) https://aclanthology.org/2025.gem-1.16/

Measuring Social Biases in Masked Language Models by Proxy of Prediction Quality

Rahul Zalkikar, Kanchan Chandra

机构 * New York University（纽约大学） 纠错

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025, pages 1337--1361