EMNLP

LongWeave: A Long-Form Generation Benchmark Bridging Real-World Relevance and Verifiability

Zikai Xiao, Fei Huang, Jianhong Tu, Jianhui Wei, Wen Ma, Yuxuan Zhou, Jian Wu, Bowen Yu, Zuozhu Liu, Junyang Lin

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） 纠错

Comments EMNLP Findings 2025

Arena-Lite: Efficient and Reliable Large Language Model Evaluation via Tournament-Based Direct Comparisons

Seonil Son, Ju-Min Oh, Heegon Jin, Cheolhun Jang, Jeongbeom Jeong, Kuntae Kim

机构 * NC AI ； RLWRLD Inc.（RLWRLD公司） ； Samsung AI Research（三星人工智能研究所） ； Global AI Platform（全球人工智能平台） ； Samsung Life Insurance（三星人寿保险） 纠错

Comments 8 pages for main body, 19 pages in total

Journal ref EMNLP 2025 Main

Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs

Jyotika Singh, Weiyi Sun, Amit Agarwal, Viji Krishnamurthy, Yassine Benajiba, Sujith Ravi, Dan Roth

机构 * Oracle AI 纠错

Comments Accepted at EMNLP 2025

PanicToCalm: A Proactive Counseling Agent for Panic Attacks

Jihyun Lee, Yejin Min, San Kim, Yejin Jeon, SungJun Yang, Hyounghun Kim, Gary Geunbae Lee

机构 * Graduate School of Artificial Intelligence, POSTECH（人工智能研究生院，POSTECH） ； Department of Computer Science and Engineering, POSTECH（计算机科学与工程系，POSTECH） 纠错

Comments Accepted in EMNLP 2025

Semantic Agreement Enables Efficient Open-Ended LLM Cascades

Duncan Soiffer, Steven Kolawole, Virginia Smith

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP) Industry Track

AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation

Yilong Lai, Jialong Wu, Zhenglin Wang, Deyu Zhou

机构 * School of Computer Science and Engineering, Key Laboratory of Computer Network and Information Integration, Ministry of Education, Southeast University（计算机科学与工程学院、计算机网络与信息集成重点实验室、教育部、东南大学） 纠错

Comments Accepted by EMNLP 2025