ACL 2025

4,141 papers

PM3-KIE: A Probabilistic Multi-Task Meta-Model for Document Key Information Extraction

Birgit Kirsch, Héctor Allende-Cid, Stefan Rueping

Matina: A Culturally-Aligned Persian Language Model Using Multiple LoRA Experts

Sara Bourbour Hosseinbeigi, MohammadAli SeifKashani, Javad Seraj, Fatemeh Taherinezhad, Ali Nafisi

SkyLLM: Cross-LLM-APIs Federation for Cost-effective Query Processing

Heng Zhao, Yifei Zhu

SelectLLM: Query-Aware Efficient Selection Algorithm for Large Language Models

Kaushal Kumar Maurya, Kv Aditya Srivatsa, Ekaterina Kochmar

STORYTELLER: An Enhanced Plot-Planning Framework for Coherent and Cohesive Story Generation

Jiaming Li, Yukun Chen, Ziqiang Liu, Minghuan Tan, Lei Zhang

Bandit-Based Prompt Design Strategy Selection Improves Prompt Optimizers

Rin Ashizawa, Yoichi Hirose, Nozomu Yoshinari, Kento Uchida, Shinichi Shirakawa

Exploring the Role of Mental Health Conversational Agents in Training Medical Students and Professionals: A Systematic Literature Review

Thushari Atapattu, Menasha Thilakaratne, Duc Nhan Do, Mahen Herath, Katrina E. Falkner

Verbosity-Aware Rationale Reduction: Sentence-Level Rationale Reduction for Efficient and Effective Reasoning

Joonwon Jang, Jaehee Kim, Wonbin Kweon, Seonghyeon Lee, Hwanjo Yu

Exploring Jailbreak Attacks on LLMs through Intent Concealment and Diversion

Tiehan Cui, Yanxu Mao, Peipei Liu, Congying Liu, Datao You

Def-DTS: Deductive Reasoning for Open-domain Dialogue Topic Segmentation

Seungmin Lee, Yongsang Yoo, Minhwa Jung, Min Song

MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens

Jeong Hun Yeo, Hyeongseop Rha, Se Jin Park, Yong Man Ro

Reverse Preference Optimization for Complex Instruction Following

Xiang Huang, Ting-En Lin, Feiteng Fang, Yuchuan Wu, Hangyu Li

ToolSpectrum: Towards Personalized Tool Utilization for Large Language Models

Zihao Cheng, Hongru Wang, Zeming Liu, Yuhang Guo, Yuanfang Guo

Uncertainty Unveiled: Can Exposure to More In-context Examples Mitigate Uncertainty for Large Language Models?

Yifei Wang, Yu Sheng, Linjing Li, Daniel Dajun Zeng

DiffLM: Controllable Synthetic Data Generation via Diffusion Language Models

Ying Zhou, Xinyao Wang, Yulei Niu, Yaojie Shen, Lexin Tang

Language Models Lack Temporal Generalization and Bigger is Not Better

Stella Verkijk, Piek Vossen, Pia Sommerauer

Assessing the Reasoning Capabilities of LLMs in the context of Evidence-based Claim Verification

John Dougrez-Lewis, Mahmud Elahi Akhter, Federico Ruggeri, Sebastian Löbbers, Yulan He

CLEAR: Character Unlearning in Textual and Visual Modalities

Alexey Dontsov, Dmitrii Korzh, Alexey Zhavoronkin, Boris Mikheev, Denis Bobkov

MWPO: Enhancing LLMs Performance through Multi-Weight Preference Strength and Length Optimization

Shiyue Xu, Fu Zhang, Jingwei Cheng, Linfeng Zhou

A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs

Yimin Deng, Yuxia Wu, Yejing Wang, Guoshuai Zhao, Li Zhu

DAST: Context-Aware Compression in LLMs via Dynamic Allocation of Soft Tokens

Shaoshen Chen, Yangning Li, Zishan Xu, Yongqin Zeng, Shunlong Wu

TRATES: Trait-Specific Rubric-Assisted Cross-Prompt Essay Scoring

Sohaila Eltanbouly, Salam Albatarni, Tamer Elsayed

MELABenchv1: Benchmarking Large Language Models against Smaller Fine-Tuned Models for Low-Resource Maltese NLP

Kurt Micallef, Claudia Borg

Act2P: LLM-Driven Online Dialogue Act Classification for Power Analysis

Wenbo Zhang, Yuhan Wang

LLMVoX: Autoregressive Streaming Text-to-Speech Model for Any LLM

Sambal Shikhar, Mohammed Irfan Kurpath, Sahal Shaji Mullappilly, Jean Lahoud, Fahad Shahbaz Khan

EMGLLM: Data-to-Text Alignment for Electromyogram Diagnosis Generation with Medical Numerical Data Encoding

Zefei Long, Zhenbiao Cao, Wei Chen, zhongyu wei

Localizing and Mitigating Errors in Long-form Question Answering

Rachneet Singh Sachdeva, Yixiao Song, Mohit Iyyer, Iryna Gurevych

SynapticRAG: Enhancing Temporal Memory Retrieval in Large Language Models through Synaptic Mechanisms

Yuki Hou, Haruki Tamoto, Qinghua Zhao, Homei Miyashita

Generative Error Correction for Emotion-aware Speech-to-text Translation

Zhengdong Yang, Sheng Li, Chenhui Chu

Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning

Yin Hua, Zhiqiang Liu, Mingyang Chen, Zheng Fang, Chi Man Wong

LLMs Can Achieve High-quality Simultaneous Machine Translation as Efficiently as Offline

Biao Fu, Minpeng Liao, Kai Fan, Chengxi Li, Liang Zhang

The Elephant in the Room: Exploring the Role of Neutral Words in Language Model Group-Agnostic Debiasing

Xinwei Guo, Jiashi Gao, Junlei Zhou, Jiaxin Zhang, Guanhua Chen

TailorKV: A Hybrid Framework for Long-Context Inference via Tailored KV Cache Optimization

Dingyu Yao, Bowen Shen, Zheng Lin, Wei Liu, Jian Luan

KE-MHISTO: Towards a Multilingual Historical Knowledge Extraction Benchmark for Addressing the Long-Tail Problem

Arianna Graciotti, Leonardo Piano, Nicolas Lazzari, Enrico Daga, Rocco Tripodi

When Large Language Models Meet Speech: A Survey on Integration Approaches

Zhengdong Yang, Shuichiro Shimizu, Yahan Yu, Chenhui Chu

FRAME: Boosting LLMs with A Four-Quadrant Multi-Stage Pretraining Strategy

Xuemiao Zhang, Feiyu Duan, Xu Liangyu, Yongwei Zhou, Sirui Wang

InImageTrans: Multimodal LLM-based Text Image Machine Translation

Fei Zuo, Kehai Chen, Yu Zhang, Zhengshan Xue, Min Zhang

DYNTEXT: Semantic-Aware Dynamic Text Sanitization for Privacy-Preserving LLM Inference

Juhua Zhang, Zhiliang Tian, Minghang Zhu, Yiping Song, Taishu Sheng

Unveiling the Lack of LVLM Robustness to Fundamental Visual Variations: Why and Path Forward

Zhiyuan Fan, Yumeng Wang, Sandeep Polisetty, Yi R. Fung

ProjectEval: A Benchmark for Programming Agents Automated Evaluation on Project-Level Code Generation

Kaiyuan Liu, Youcheng Pan, Yang Xiang, Daojing He, Jing Li

ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Xin Men, Mingyu Xu, Qingyu Zhang, Qianhao Yuan, Bingning Wang

Debiasing Online Preference Learning via Preference Feature Preservation

Dongyoung Kim, Jinsung Yoon, Jinwoo Shin, Jaehyung Kim

ProMind-LLM: Proactive Mental Health Care via Causal Reasoning with Sensor Data

Xinzhe Zheng, Sijie Ji, Jiawei Sun, Renqi Chen, Wei Gao

In Search of the Lost Arch in Dialogue: A Dependency Dialogue Acts Corpus for Multi-Party Dialogues

Jon Cai, Brendan King, Peyton Cameron, Susan Windisch Brown, Miriam Eckert

None of the Above, Less of the Right Parallel Patterns in Human and LLM Performance on Multi-Choice Questions Answering

Zhi Rui Tam, Cheng-Kuang Wu, Chieh-Yen Lin, Yun-Nung Chen

Confidence Improves Self-Consistency in LLMs

Amir Taubenfeld, Tom Sheffer, Eran Ofek, Amir Feder, Ariel Goldstein

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models?

Xixian Yong, Jianxun Lian, Xiaoyuan Yi, Xiao Zhou, Xing Xie

Benchmarking Multi-National Value Alignment for Large Language Models

Chengyi Ju, Weijie Shi, Chengzhong Liu, Jiaming Ji, Jipeng Zhang

TABGEN-ICL: Residual-Aware In-Context Example Selection for Tabular Data Generation

Liancheng Fang, Aiwei Liu, Hengrui Zhang, Henry Peng Zou, Weizhi Zhang

Exposing Numeracy Gaps: A Benchmark to Evaluate Fundamental Numerical Abilities in Large Language Models

Haoyang Li, Xuejia Chen, Zhanchao Xu, Darian Li, Nicole Hu

PromptWizard: Optimizing Prompts via Task-Aware, Feedback-Driven Self-Evolution

Eshaan Agarwal, Raghav Magazine, Joykirat Singh, Vivek Dani, Tanuja Ganu

PruneVid: Visual Token Pruning for Efficient Video Large Language Models

Xiaohu Huang, Hao Zhou, Kai Han

Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review

Pei Fu, Tongkun Guan, Zining Wang, Zhentao Guo, Chen Duan

LLM-Symbolic Integration for Robust Temporal Tabular Reasoning

Atharv Kulkarni, Kushagra Dixit, Vivek Srikumar, Dan Roth, Vivek Gupta

How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training

Yixin Ou, Yunzhi Yao, Ningyu Zhang, Hui Jin, Jiacheng Sun

Improving Word Alignment Using Semi-Supervised Learning

Zhongtao Miao, Qiyu Wu, Masaaki Nagata, Yoshimasa Tsuruoka

Rethinking Diverse Human Preference Learning through Principal Component Analysis

Feng Luo, Rui Yang, Hao Sun, Chunyuan Deng, Jiarui Yao

Core: Robust Factual Precision with Informative Sub-Claim Identification

Zhengping Jiang, Jingyu Zhang, Nathaniel Weir, Seth Ebner, Miriam Wanner

DReSD: Dense Retrieval for Speculative Decoding

Milan Gritta, Huiyin Xue, Gerasimos Lampouras

Data Interpreter: An LLM Agent for Data Science

Sirui Hong, Yizhang Lin, Bang Liu, Bangbang Liu, Binhao Wu

Explain-then-Process: Using Grammar Prompting to Enhance Grammatical Acceptability Judgments

Russell Scheinberg, Ameeta Agrawal, Amber Shore, So Young Lee

Evaluating the Long-Term Memory of Large Language Models

Zixi Jia, Qinghua Liu, Hexiao Li, Yuyan Chen, Jiqiang Liu

Adaptive Detoxification: Safeguarding General Capabilities of LLMs through Toxicity-Aware Knowledge Editing

Yifan Lu, Jing Li, Yigeng Zhou, Yihui Zhang, Wenya Wang

DocMEdit: Towards Document-Level Model Editing

Li Zeng, Zeming Liu, Chong Feng, Heyan Huang, Yuhang Guo

Exploring Layer-wise Representations of English and Chinese Homonymy in Pre-trained Language Models

Matthew King-Hang Ma, Xie Chenwei, Wenbo Wang, William Shiyuan Wang

SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems

Ziyu Guo, Renrui Zhang, Hao Chen, Jialin Gao, Dongzhi Jiang

MMEvol: Empowering Multimodal Large Language Models with Evol-Instruct

Run Luo, Haonan Zhang, Longze Chen, Ting-En Lin, Xiong Liu

AnCast++: Document-Level Evaluation of Graph-based Meaning Representations

Haibo Sun, Jayeol Chun, Nianwen Xue

LLMTaxo: Leveraging Large Language Models for Constructing Taxonomy of Factual Claims from Social Media

Haiqi Zhang, Zhengyuan Zhu, Zeyu Zhang, Chengkai Li

Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations

Chunyang Li, Weiqi Wang, Tianshi Zheng, Yangqiu Song

ZeroDL: Zero-shot Distribution Learning for Text Clustering via Large Language Models

Hwiyeol Jo, Hyunwoo Lee, Kang Min Yoo, Taiwoo Park

Step-by-Step Mastery: Enhancing Soft Constraint Following Ability of Large Language Models

Qingyu Ren, Jie Zeng, Qianyu He, Jiaqing Liang, Yanghua Xiao

Towards Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings

Yubo Ma, Jinsong Li, Yuhang Zang, Xiaobao Wu, Xiaoyi Dong

Document-Level Relation Extraction with Global Relations and Entity Pair Reasoning

Fu Zhang, Yi Yan, Jingwei Cheng

Out-of-Distribution Detection via LLM-Guided Outlier Generation for Text-attributed Graph

Xiangwei Lv, Mengze Li, Jingyuan Chen, Zhiang Dong, Sirui Han

How do LLMs’ Preferences Affect Event Argument Extraction? CAT: Addressing Preference Traps in Unsupervised EAE

Yunhao Wei, Kai Shuang, Zhiyi Li, Chenrui Mao

Whether LLMs Know If They Know: Identifying Knowledge Boundaries via Debiased Historical In-Context Learning

Bo Lv, Nayu Liu, Yang Shen, Xin Liu, Ping Luo

Direct Behavior Optimization: Unlocking the Potential of Lightweight LLMs

Hongming Yang, Shi Lin, Jun Shao, Changting Lin, Donghai Zhu

KVPR: Efficient LLM Inference with I/O-Aware KV Cache Partial Recomputation

Chaoyi Jiang, Lei Gao, Hossein Entezari Zarch, Murali Annavaram

Outlier-weighed Layerwise Sampling for LLM Fine-tuning

Pengxiang Li, Lu Yin, Xiaowei Gao, Shiwei Liu

Tree-of-Prompts: Abstracting Control-Flow for Prompt Optimization

Jihyuk Kim, Shubham Garg, Lahari Poddar, Seung-won Hwang, Chris Hench

UnrealLLM: Towards Highly Controllable and Interactable 3D Scene Generation by LLM-powered Procedural Content Generation

Song Tang, Kaiyong Zhao, Lei Wang, Yuliang Li, Xuebo Liu

FaVe: Factored and Verified Search Rationale for Long-form Answer

Jihyuk Kim, Sungjin Lee, Seung-won Hwang, Yang Liu

CoRE: Condition-based Reasoning for Identifying Outcome Variance in Complex Events

Sai P Vallurupalli, Francis Ferraro

LongAttn: Selecting Long-context Training Data via Token-level Attention

Longyun Wu, Dawei Zhu, Guangxiang Zhao, Zhuocheng Yu, Junfeng Ran

Adaptive LoRA Merge with Parameter Pruning for Low-Resource Generation

Ryota Miyano, Yuki Arase

MemBench: Towards More Comprehensive Evaluation on the Memory of LLM-based Agents

Haoran Tan, Zeyu Zhang, Chen Ma, Xu Chen, Quanyu Dai

X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System

Peng Wang, Ruihan Tao, Qiguang Chen, Mengkang Hu, Libo Qin

The Impact of Large Language Models in Academia: from Writing to Speaking

Mingmeng Geng, Caixi Chen, Yanru Wu, Yao Wan, Pan Zhou

Large Language Models as Neurolinguistic Subjects: Discrepancy between Performance and Competence

Linyang He, Ercong Nie, Helmut Schmid, Hinrich Schuetze, Nima Mesgarani

EgoNormia: Benchmarking Physical-Social Norm Understanding

MohammadHossein Rezaei, Yicheng Fu, Phil Cuvin, Caleb Ziems, Yanzhe Zhang

Sens-Merging: Sensitivity-Guided Parameter Balancing for Merging Large Language Models

Shuqi Liu, Han Wu, Bowei He, Xiongwei Han, Mingxuan Yuan

Disentangling Logic: The Role of Context in Large Language Model Reasoning Capabilities

Wenyue Hua, Kaijie Zhu, Lingyao Li, Lizhou Fan, Mingyu Jin

Optimizing Reasoning for Text-to-SQL with Execution Feedback

Bohan Zhai, Canwen Xu, Yuxiong He, Zhewei Yao

Worse than Random? An Embarrassingly Simple Probing Evaluation of Large Multimodal Models in Medical VQA

Qianqi Yan, Xuehai He, Xiang Yue, Xin Eric Wang

Hypothetical Documents or Knowledge Leakage? Rethinking LLM-based Query Expansion

Yejun Yoon, Jaeyoon Jung, Seunghyun Yoon, Kunwoo Park

From Observation to Understanding: Front-Door Adjustments with Uncertainty Calibration for Enhancing Egocentric Reasoning in LVLMs

Shenshen Li, Wenxin Meng, Lei Wang, Hao Yang, Chong Peng

ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering

Ahmed Masry, Mohammed Saidul Islam, Mahir Ahmed, Aayush Bajaj, Firoz Kabir

Training Bilingual LMs with Data Constraints in the Targeted Language

Skyler Seto, Maartje Ter Hoeve, Richard He Bai, Natalie Schluter, David Grangier

AfroBench: How Good are Large Language Models on African Languages?

Jessica Ojo, Odunayo Ogundepo, Akintunde Oladipo, Kelechi Ogueji, Jimmy Lin