| 2025 | TEaR: Improving LLM-based Machine Translation with Systematic Self-Refinement. | Zhaopeng Feng, Yan Zhang, Hao Li, Bei Wu, Jiayu Liao, Wenqiang Liu, Jun Lang, Yang Feng, Jian Wu, Zuozhu Liu |
| 2025 | EmoCharacter: Evaluating the Emotional Fidelity of Role-Playing Agents in Dialogues. | Qiming Feng, Qiujie Xie, Xiaolong Wang, Qingqiu Li, Yuejie Zhang, Rui Feng, Tao Zhang, Shang Gao |
| 2025 | Sequence-level Large Language Model Training with Contrastive Preference Optimization. | Zhili Feng, Dhananjay Ram, Cole Hawkins, Aditya Rawal, Jinman Zhao, Sheng Zha |
| 2025 | Improving Retrospective Language Agents via Joint Policy Gradient Optimization. | Xueyang Feng, Bo Lan, Quanyu Dai, Lei Wang, Jiakai Tang, Xu Chen, Zhenhua Dong, Ji-Rong Wen |
| 2025 | AgentMove: A Large Language Model based Agentic Framework for Zero-shot Next Location Prediction. | Jie Feng, Yuwei Du, Jie Zhao, Yong Li |
| 2025 | Linguistically Grounded Analysis of Language Models using Shapley Head Values. | Marcell Fekete, Johannes Bjerva |
| 2025 | AcrosticSleuth: Probabilistic Identification and Ranking of Acrostics in Multilingual Corpora. | Aleksandr Fedchin, Isabel Cooperman, Pramit Chaudhuri, Joseph P. Dexter |
| 2025 | MedEureka: A Medical Domain Benchmark for Multi-Granularity and Multi-Data-Type Embedding-Based Retrieval. | Yongqi Fan, Nan Wang, Kui Xue, Jingping Liu, Tong Ruan |
| 2025 | MedOdyssey: A Medical Domain Benchmark for Long Context Evaluation Up to 200K Tokens. | Yongqi Fan, Hongli Sun, Kui Xue, Xiaofan Zhang, Shaoting Zhang, Tong Ruan |
| 2025 | CAMIEval: Enhancing NLG Evaluation through Multidimensional Comparative Instruction-Following Analysis. | Ziyue Fan, Junliang He, Li Xiaoqing, Shaohui Kuang, Kai Song, Yaqian Zhou, Xipeng Qiu |
| 2025 | BEMEAE: Moving Beyond Exact Span Match for Event Argument Extraction. | Enfa Fane, Md Nayem Uddin, Oghenevovwe Ikumariegbe, Daniyal Kashif, Eduardo Blanco, Steven R. Corman |
| 2025 | InspectorRAGet: An Introspection Platform for RAG Evaluation. | Kshitij P. Fadnis, Siva Sankalp Patel, Odellia Boni, Yannis Katsis, Sara Rosenthal, Benjamin Sznajder, Marina Danilevsky |
| 2025 | What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering. | Federico Errica, Davide Sanvito, Giuseppe Siracusano, Roberto Bifulco |
| 2025 | A Fair Comparison without Translationese: English vs. Target-language Instructions for Multilingual LLMs. | Taisei Enomoto, Hwichan Kim, Zhousi Chen, Mamoru Komachi |
| 2025 | The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces. | Ahmed Oumar El-Shangiti, Tatsuya Hiraoka, Hilal AlQuabeh, Benjamin Heinzerling, Kentaro Inui |
| 2025 | Enabling Natural Zero-Shot Prompting on Encoder Models via Statement-Tuning. | Ahmed Elshabrawy, Yongxin Huang, Iryna Gurevych, Alham Fikri Aji |
| 2025 | EventFull: Complete and Consistent Event Relation Annotation. | Alon Eirew, Eviatar Nachshoni, Aviv Slobodkin, Ido Dagan |
| 2025 | Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (System Demonstrations). | Nouha Dziri, Sean (Xiang) Ren, Shizhe Diao |
| 2025 | M-IFEval: Multilingual Instruction-Following Evaluation. | Antoine Dussolle, Andrea Cardea Daz, Shota Sato, Peter Devine |
| 2025 | SAPIENT: Mastering Multi-turn Conversational Recommendation with Strategic Planning and Monte Carlo Tree Search. | Hanwen Du, Bo Peng, Xia Ning |
| 2025 | Atoxia: Red-teaming Large Language Models with Target Toxic Answers. | Yuhao Du, Zhuo Li, Pengyu Cheng, Xiang Wan, Anningzhe Gao |
| 2025 | "Women do not have heart attacks!" Gender Biases in Automatically Generated Clinical Cases in French. | Fanny Ducel, Nicolas Hiebel, Olivier Ferret, Karn Fort, Aurlie Nvol |
| 2025 | GuideLLM: Exploring LLM-Guided Conversation with Applications in Autobiography Interviewing. | Jinhao Duan, Xinyu Zhao, Zhuoxuan Zhang, Eunhye Grace Ko, Lily Boddy, Chenan Wang, Tianhao Li, Alexander Rasgon, Junyuan Hong, Min Kyung Lee, Chenxi Yuan, Qi Long, Ying Ding, Tianlong Chen, Kaidi Xu |
| 2025 | DSQG-Syn: Synthesizing High-quality Data for Text-to-SQL Parsing by Domain Specific Question Generation. | Shaoming Duan, Youxuan Wu, Chuanyi Liu, Yuhao Zhang, Zirui Wang, Peiyi Han, Shengyuan Yu, Liang Yan, Yingwei Liang |
| 2025 | Exploring the Cost-Effectiveness of Perspective Taking in Crowdsourcing Subjective Assessment: A Case Study of Toxicity Detection. | Xiaoni Duan, Zhuoyan Li, Chien-Ju Ho, Ming Yin |