EMNLP

!MSA at BAREC Shared Task 2025: Ensembling Arabic Transformers for Readability Assessment

Mohamed Basem, Mohamed Younes, Seif Ahmed, Abdelrahman Moustafa

机构 * Faculty of Computer Science, MSA University（计算机科学学院，MSA大学） 纠错

Comments 10 Pages , 8 figures , ArabicNLP 2025 , Co-located with EMNLP 2025

Unsupervised Hallucination Detection by Inspecting Reasoning Processes

Ponhvoan Srey, Xiaobao Wu, Anh Tuan Luu

机构 * Nanyang Technological University（南洋理工大学） 纠错

Comments To appear in EMNLP 2025

Reframe Your Life Story: Interactive Narrative Therapist and Innovative Moment Assessment with Large Language Models

Yi Feng, Jiaqi Wang, Wenxuan Zhang, Zhuang Chen, Yutong Shen, Xiyao Xiao, Minlie Huang, Liping Jing, Jian Yu

机构 * Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence（北京交通大数据挖掘与具身智能重点实验室） ； Beijing Jiaotong University（北京交通大学） ； CoAI Group（CoAI集团） ； DCST（国防科技大学） ； IAI（人工智能院） ； BNRIST（北航机器人与智能技术研究院） ； Tsinghua University（清华大学） ； Tencent Jarvis Lab（腾讯Jarvis实验室） ； Singapore University of Technology and Design（新加坡科技与设计大学） ； Central South University（中南大学） ； Lingxin AI（灵犀AI） 纠错

Comments EMNLP 2025 Main

Comparing Apples to Oranges: A Dataset & Analysis of LLM Humour Understanding from Traditional Puns to Topical Jokes

Tyler Loakman, William Thorne, Chenghua Lin

机构 * Department of Computer Science, The University of Sheffield, UK（谢菲尔德大学计算机科学系） ； Department of Computer Science, The University of Manchester, UK（曼彻斯特大学计算机科学系） 纠错

Comments Accepted to Findings of EMNLP 2025

Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification

Jikai Wang, Zhenxu Tian, Juntao Li, Qingrong Xia, Xinyu Duan, Zhefeng Wang, Baoxing Huai, Min Zhang

机构 * Soochow University（苏州大学） ； Key Laboratory of Data Intelligence and Advanced Computing, Soochow University（数据智能与先进计算关键实验室） ； Huawei Cloud（华为云） 纠错

Comments Accepted at EMNLP 2025 Main

FinMTEB: Finance Massive Text Embedding Benchmark

Yixuan Tang, Yi Yang

Comments EMNLP 2025, https://github.com/yixuantt/FinMTEB

Router-Tuning: A Simple and Effective Approach for Enabling Dynamic-Depth in Transformers

Shwai He, Tao Ge, Guoheng Sun, Bowei Tian, Xiaoyang Wang, Dong Yu

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） ； Tencent AI Lab（腾讯AI实验室） 纠错

Comments EMNLP 2025 Main Conference

Direct Judgement Preference Optimization

Peifeng Wang, Austin Xu, Yilun Zhou, Caiming Xiong, Shafiq Joty

Comments EMNLP 2025