EMNLP

REIC: RAG-Enhanced Intent Classification at Scale

Ziji Zhang, Michael Yang, Zhiyu Chen, Yingying Zhuang, Shu-Ting Pi, Qun Liu, Rajashekar Maragoud, Vy Nguyen, Anurag Beniwal

机构 * Amazon.com Inc（亚马逊公司） 纠错

Comments Accepted by EMNLP 2025 (Industry Track)

Lookahead Q-Cache: Achieving More Consistent KV Cache Eviction via Pseudo Query

Yixuan Wang, Shiyu Ji, Yijun Liu, Yuzhuang Xu, Yang Xu, Qingfu Zhu, Wanxiang Che

机构 * Research Center for Social Computing and Interactive Robotics, Harbin Institute of Technology, China（社会计算与交互机器人研究院，哈尔滨工业大学） 纠错

Comments Accepted by EMNLP 2025 Main

Group-Aware Reinforcement Learning for Output Diversity in Large Language Models

Oron Anschel, Alon Shoshan, Adam Botach, Shunit Haviv Hakimi, Asaf Gendler, Emanuel Ben Baruch, Nadav Bhonker, Igor Kviatkovsky, Manoj Aggarwal, Gerard Medioni

机构 * Amazon（亚马逊） 纠错

Comments EMNLP Main 2025

VoiceCraft-X: Unifying Multilingual, Voice-Cloning Speech Synthesis and Speech Editing

Zhisheng Zheng, Puyuan Peng, Anuj Diwan, Cong Phuoc Huynh, Xiaohang Sun, Zhu Liu, Vimal Bhat, David Harwath

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Amazon（亚马逊） 纠错

Comments EMNLP 2025. Demo and code are available at https://zhishengzheng.com/voicecraft-x/

Unsupervised Word-level Quality Estimation for Machine Translation Through the Lens of Annotators (Dis)agreement

Gabriele Sarti, Vilém Zouhar, Malvina Nissim, Arianna Bisazza

机构 * CLCG, University of Groningen（格罗宁根大学认知语言学与认知科学研究中心） ； ETH Zurich（苏黎世联邦理工学院） 纠错

Comments Under review. Code: https://github.com/gsarti/labl/tree/main/examples/unsup_wqe Metrics: https://huggingface.co/datasets/gsarti/unsup_wqe_metrics

Journal ref Proceedings of EMNLP (2025) 18320-18337

Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation

Yerin Hwang, Dongryeol Lee, Kyungmin Min, Taegwan Kang, Yong-il Kim, Kyomin Jung

机构 * IPAI, Seoul National University（IPAI，首尔国立大学） ； Dept. of ECE, Seoul National University（电子工程系，首尔国立大学） ； LG AI Research（LG人工智能研究） 纠错

Comments EMNLP 2025 Main (21pgs, 12 Tables, 9 Figures)

DP-GTR: Differentially Private Prompt Protection via Group Text Rewriting

Mingchen Li, Heng Fan, Song Fu, Junhua Ding, Yunhe Feng

机构 * University of North Texas（北卡罗来纳州立大学） ； Department of Computer Science and Engineering（计算机科学与工程系） ； Department of Data Science（数据科学系） 纠错

Comments 9 pages, 3 figures, 5 tables

Journal ref Findings of the Association for Computational Linguistics: EMNLP 2025

PIP: Perturbation-based Iterative Pruning for Large Language Models

Yi Cao, Wei-Jie Xu, Yucheng Shen, Weijie Shi, Chi-Min Chan, Jianfeng Qu, Jiajie Xu

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； School of Artificial Intelligence, Nanjing University（南京大学人工智能学院） ； Department of Computer Science and Engineering, Hong Kong University of Science and Technology（香港科技大学计算机科学与工程系） 纠错

Comments EMNLP 2025 Findings, 17 pages, 5 figures, 15 tables