ACL 2025

4,141 papers

LACA: Improving Cross-lingual Aspect-Based Sentiment Analysis with LLM Data Augmentation

Jakub Šmíd, Pavel Přibáň, Pavel Kral

BPP-Search: Enhancing Tree of Thought Reasoning for Mathematical Modeling Problem Solving

Teng Wang, Wing Yin Yu, Zhenqi He, Zehua Liu, HaileiGong HaileiGong

EscapeBench: Towards Advancing Creative Intelligence of Language Model Agents

Cheng Qian, Peixuan Han, Qinyu Luo, Bingxiang He, Xiusi Chen

Evaluation of LLM Vulnerabilities to Being Misused for Personalized Disinformation Generation

Aneta Zugecova, Dominik Macko, Ivan Srba, Robert Moro, Jakub Kopál

Efficient and Accurate Prompt Optimization: the Benefit of Memory in Exemplar-Guided Reflection

Cilin Yan, Jingyun Wang, Lin Zhang, Ruihui Zhao, Xiaopu Wu

MultiSocial: Multilingual Benchmark of Machine-Generated Text Detection of Social-Media Texts

Dominik Macko, Jakub Kopál, Robert Moro, Ivan Srba

Generating Diverse Training Samples for Relation Extraction with Large Language Models

Zexuan Li, Hongliang Dai, Piji Li

JuStRank: Benchmarking LLM Judges for System Ranking

Ariel Gera, Odellia Boni, Yotam Perlitz, Roy Bar-Haim, Lilach Eden

TrimLLM: Progressive Layer Dropping for Domain-Specific LLMs

Lanxiang Hu, Tajana Rosing, Hao Zhang

S3 - Semantic Signal Separation

Márton Kardos, Jan Kostkan, Kenneth Enevoldsen, Arnault-Quentin Vermillet, Kristoffer Nielbo

Can Multimodal Large Language Models Understand Spatial Relations?

Jingping Liu, Ziyan Liu, Zhedong Cen, Yan Zhou, Yinan Zou

HotelMatch-LLM: Joint Multi-Task Training of Small and Large Language Models for Efficient Multimodal Hotel Retrieval

Arian Askari, Emmanouil Stergiadis, Ilya Gusev, Moran Beladev

Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models

Sungjae Lee, Hyejin Park, jaechang Kim, Jungseul Ok

Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method

Xinhao Xu, Jiaxin Li, Hui Chen, Zijia Lin, Jungong Han

RuleArena: A Benchmark for Rule-Guided Reasoning with LLMs in Real-World Scenarios

Ruiwen Zhou, Wenyue Hua, Liangming Pan, Sitao Cheng, Xiaobao Wu

A Survey on Foundation Language Models for Single-cell Biology

Fan Zhang, Hao Chen, Zhihong Zhu, Ziheng Zhang, Zhenxi Lin

BelarusianGLUE: Towards a Natural Language Understanding Benchmark for Belarusian

Maksim Aparovich, Volha Harytskaya, Vladislav Poritski, Oksana Volchek, Pavel Smrz

UniICL: An Efficient ICL Framework Unifying Compression, Selection, and Generation

Jun Gao, Qi Lv, Zili Wang, Tianxiang Wu, Ziqiang Cao

Enhancing Hyperbole and Metaphor Detection with Their Bidirectional Dynamic Interaction and Emotion Knowledge

Li Zheng, Sihang Wang, Hao Fei, Zuquan Peng, Fei Li

How to Enable Effective Cooperation Between Humans and NLP Models: A Survey of Principles, Formalizations, and Beyond

Chen Huang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua

Capture the Key in Reasoning to Enhance CoT Distillation Generalization

Chengwei Dai, Kun Li, Wei Zhou, Songlin Hu

LLM-Powered Test Case Generation for Detecting Bugs in Plausible Programs

Kaibo Liu, Zhenpeng Chen, Yiyang Liu, Jie M. Zhang, Mark Harman

Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients

Jabin Koo, Minwoo Jang, Jungseul Ok

Statistical Deficiency for Task Inclusion Estimation

Loïc Fosse, Frédéric Béchet, Benoit Favre, Geraldine Damnati, Gwénolé Lecorvé

FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models

Hongzhan Lin, Yang Deng, Yuxuan Gu, Wenxuan Zhang, Jing Ma

ReSCORE: Label-free Iterative Retriever Training for Multi-hop Question Answering with Relevance-Consistency Supervision

Dosung Lee, Wonjun Oh, Boyoung Kim, Minyoung Kim, Joonsuk Park

Delving into Multilingual Ethical Bias: The MSQAD with Statistical Hypothesis Tests for Large Language Models

Seunguk Yu, Juhwan Choi, YoungBin Kim

Tree-of-Evolution: Tree-Structured Instruction Evolution for Code Generation in Large Language Models

Ziyang Luo, Kaixin Li, Hongzhan Lin, Yuchen Tian, Mohan Kankanhalli

GAPO: Learning Preferential Prompt through Generative Adversarial Policy Optimization

Zhouhong Gu, Xingzhou Chen, Xiaoran Shi, Tao Wang, SuHang Zheng

Literature Meets Data: A Synergistic Approach to Hypothesis Generation

Haokun Liu, Yangqiaoyu Zhou, Mingxuan Li, Chenfei Yuan, Chenhao Tan

StrucText-Eval: Evaluating Large Language Model’s Reasoning Ability in Structure-Rich Text

Zhouhong Gu, Haoning Ye, Xingzhou Chen, Zeyang Zhou, Hongwei Feng

CLEME2.0: Towards Interpretable Evaluation by Disentangling Edits for Grammatical Error Correction

Jingheng Ye, Zishan Xu, Yinghui Li, Linlin Song, Qingyu Zhou

The Impact of Auxiliary Patient Data on Automated Chest X-Ray Report Generation and How to Incorporate It

Aaron Nicolson, Shengyao Zhuang, Jason Dowling, Bevan Koopman

Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models

Wenhan Liu, Xinyu Ma, Yutao Zhu, Ziliang Zhao, Shuaiqiang Wang

Bias in Language Models: Beyond Trick Tests and Towards RUTEd Evaluation

Kristian Lum, Jacy Reese Anthis, Kevin Robinson, Chirag Nagpal, Alexander Nicholas D’Amour

Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process

Ermo Hua, Biqing Qi, Kaiyan Zhang, Kai Tian, Xingtai Lv

The Impossibility of Fair LLMs

Jacy Reese Anthis, Kristian Lum, Michael Ekstrand, Avi Feller, Chenhao Tan

ELABORATION: A Comprehensive Benchmark on Human-LLM Competitive Programming

Xinwei Yang, Zhaofeng Liu, Chen Huang, Jiashuai Zhang, Tong Zhang

M-RewardBench: Evaluating Reward Models in Multilingual Settings

Srishti Gureja, Lester James Validad Miranda, Shayekh Bin Islam, Rishabh Maheshwary, Drishti Sharma

GraphNarrator: Generating Textual Explanations for Graph Neural Networks

Bo Pan, Zhen Xiong, Guanchen Wu, Zheng Zhang, Yifei Zhang

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association

Weiqi Wang, Limeng Cui, Xin Liu, Sreyashi Nag, Wenju Xu