AAAI 2025

3,486 papers

Look Before You Leap: Enhance Attention and Vigilance Regarding Harmful Content with GuidelineLLM

Shaoqing Zhang, Zhuosheng Zhang, Kehai Chen, Rongxiang Weng, Muyun Yang

KnowPO: Knowledge-Aware Preference Optimization for Controllable Knowledge Selection in Retrieval-Augmented Language Models

Ruizhe Zhang, Yongxin Xu, Yuzhen Xiao, Runchuan Zhu, Xinke Jiang

Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs

Lei Zhang, Yunshui Li, Jiaming Li, Xiaobo Xia, Jiaxi Yang

Quantum-inspired Non-homologous Representation Constraint Mechanism for Long-tail Senses of Word Sense Disambiguation

Junwei Zhang, Xiaolin Li

SAIL: Sample-Centric In-Context Learning for Document Information Extraction

Jinyu Zhang, Zhiyuan You, Jize Wang, Xinyi Le

CSR:Achieving 1 Bit Key-Value Cache via Sparse Representation

Hongxuan Zhang, Yao Zhao, Jiaqi Zheng, Chenyi Zhuang, Jinjie GU

Controlling Large Language Models Through Concept Activation Vectors

Hanyu Zhang, Xiting Wang, Chengao Li, Xiang Ao, Qing He

Causal Prompting: Debiasing Large Language Model Prompting Based on Front-Door Adjustment

Congzhi Zhang, Linhai Zhang, Jialong Wu, Yulan He, Deyu Zhou

Aligning Language Models Using Follow-up Likelihood as Reward Signal

Chen Zhang, Dading Chong, Feng Jiang, Chengguang Tang, Anningzhe Gao

Dual-View Learning for Conversational Emotion Recognition Through Context and Emotion-Shift Modeling

Xupeng Zha, Huan Zhao, Guanghui Ye, Zixing Zhang

Self-Supervised Collaborative Information Bottleneck for Text Readability Assessment

Jinshan Zeng, Xianglong Yu, Xianchao Tong, Wenyan Xiao

QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead

Amir Zandieh, Majid Daliri, Insu Han

Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks

Shengbin Yue, Siyuan Wang, Wei Chen, Xuanjing Huang, zhongyu wei

Improving Natural Language Understanding for LLMs via Large-Scale Instruction Synthesis

Lin Yuan, Jun Xu, Honghao Gui, Mengshu Sun, Zhiqiang Zhang

CogSQL: A Cognitive Framework for Enhancing Large Language Models in Text-to-SQL Translation

Hongwei Yuan, Xiu Tang, Ke Chen, Lidan Shou, Gang Chen

Towards Robust Knowledge Unlearning: An Adversarial Framework for Assessing and Improving Unlearning Robustness in Large Language Models

Hongbang Yuan, Zhuoran jin, Pengfei Cao, Yubo Chen, Kang Liu

DMT-RoleBench: A Dynamic Multi-Turn Dialogue Based Benchmark for Role-Playing Evaluation of Large Language Model and Agent

Dingbo Yuan, Yipeng Chen, Guodong Liu, Chenchen Li, Chengfu Tang

Training with “Paraphrasing the Original Text” Teaches LLM to Better Retrieve in Long-Context Tasks

Yijiong Yu, Yongfeng Huang, Zhixiao Qi, Zhe Zhou

SongGLM: Lyric-to-Melody Generation with 2D Alignment Encoding and Multi-Task Pre-Training

Jiaxing Yu, Xinda Wu, Yunfei Xu, Tieyao Zhang, Songruoyao Wu

Heuristic-free Knowledge Distillation for Streaming ASR via Multi-modal Training

Ji Won Yoon

MABR: Multilayer Adversarial Bias Removal Without Prior Bias Knowledge

Maxwell J. Yin, Boyu Wang, Charles Ling

MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM Agents

Congchi Yin, Feng Li, Shu Zhang, Zike Wang, Jun Shao

NLSR: Neuron-Level Safety Realignment of Large Language Models Against Harmful Fine-Tuning

Xin Yi, Shunfan Zheng, Linlin Wang, Gerard de Melo, Xiaoling Wang

Codec Does Matter: Exploring the Semantic Shortcoming of Codec for Audio Language Model

Zhen Ye, Peiwen Sun, Jiahe Lei, Hongzhan Lin, Xu Tan

Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems

Junyi Ye, Jingyi Gu, Xinyun Zhao, Wenpeng Yin, Guiling Wang

EXCGEC: A Benchmark for Edit-Wise Explainable Chinese Grammatical Error Correction

Jingheng Ye, Shang Qin, Yinghui Li, Xuxin Cheng, Libo Qin

StableVC: Style Controllable Zero-Shot Voice Conversion with Conditional Flow Matching

Jixun Yao, Yang Yuguang, Yu Pan, Ziqian Ning, Jianhao Ye

ReFF: Reinforcing Format Faithfulness in Language Models Across Varied Tasks

Jiashu Yao, Heyan Huang, Zeming Liu, Haoyu Wen, Wei Su

Is Sarcasm Detection a Step-by-Step Reasoning Process in Large Language Models?

Ben Yao, Yazhou Zhang, Qiuchi Li, Jing Qin

MSE-Adapter: A Lightweight Plugin Endowing LLMs with the Capability to Perform Multimodal Sentiment Analysis and Emotion Recognition

Yang Yang, Xunde Dong, Yupeng Qiang

RAZOR: Sharpening Knowledge by Cutting Bias with Unsupervised Text Rewriting

Shuo Yang, Bardh Prenkaj, Gjergji Kasneci

Fine-Tuning Language Models with Collaborative and Semantic Experts

Jiaxi Yang, Binyuan Hui, Min Yang, Jian Yang, Lei Zhang

UniMuMo: Unified Text, Music, and Motion Generation

Han Yang, Kun Su, Yutong Zhang, Jiaben Chen, Kaizhi Qian

Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators

Dingkang Yang, Dongling Xiao, Jinjie Wei, Mingcheng Li, Zhaoyu Chen

SongEditor: Adapting Zero-Shot Song Generation Language Model as a Multi-Task Editor

Chenyu Yang, Shuai Wang, Hangting Chen, Jianwei Yu, Wei Tan

S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners

Yuchen Yan, Jin Jiang, Yang Liu, Yixin Cao, Xin Xu

Mitigating Social Bias in Large Language Models: A Multi-Objective Approach Within a Multi-Agent Framework

Zhenjie Xu, Wenqing Chen, Yi Tang, Xuanying Li, Cheng Hu

Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation

Derong Xu, Xinhang Li, Ziheng Zhang, Zhenxi Lin, Zhihong Zhu

DSGram: Dynamic Weighting Sub-Metrics for Grammatical Error Correction in the Era of Large Language Models

Jinxiang Xie, Yilin Li, Xunjian Yin, Xiaojun Wan

Explicitly Guided Difficulty-Controllable Visual Question Generation

Jiayuan Xie, Mengqiu Cheng, Xinting Zhang, Yi Cai, Guimin Hu

Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback

Wenyi Xiao, Ziwei Huang, Leilei Gan, Wanggui He, Haoyuan Li

Improving Retrieval Augmented Language Model with Self-Reasoning

Yuan Xia, Jingbo Zhou, Zhenhui Shi, Jun Chen, Haifeng Huang

InverseCoder: Self-improving Instruction-Tuned Code LLMs with Inverse-Instruct

Yutong Wu, Di Huang, Wenxuan Shi, Wei Wang, Yewen Pu

Enhancing Audiovisual Speech Recognition Through Bifocal Preference Optimization

Yihan Wu, Yichen Lu, Yifan Peng, Xihua Wang, Ruihua Song

Content-free Logical Modification of Large Language Model by Disentangling and Modifying Logic Representation

Xin Wu, Yuqi Bu, Yifei Chen, Yi Cai

TableBench: A Comprehensive and Complex Benchmark for Table Question Answering

Xianjie Wu, Jian Yang, Linzheng Chai, Ge Zhang, Jiaheng Liu

RLPF: Reinforcement Learning from Prediction Feedback for User Summarization with LLMs

Jiaxing Wu, Lin Ning, Luyang Liu, Harrison Lee, Neo Wu

EBBS: An Ensemble with Bi-Level Beam Search for Zero-Shot Machine Translation

Yuqiao Wen, Behzad Shayegh, Chenyang Huang, Yanshuai Cao, Lili Mou

Is There No Such Thing as a Bad Question? H4R: HalluciBot for Ratiocination, Rewriting, Ranking, and Routing

William Watson, Nicole Cho, Nishan Srishankar

STLC-KG:A Social Text Steganalysis Method Combining Large-Scale Language Models and Common-Sense Knowledge Graphs

Zhuang Wang, Linna Zhou, Xuekai Chen, Zhili Zhou, Zhongliang Yang

RETQA: A Large-Scale Open-Domain Tabular Question Answering Dataset for Real Estate Sector

Zhensheng Wang, Wenmian Yang, Kun Zhou, Yiquan Zhang, Weijia Jia

Defending Against Sophisticated Poisoning Attacks with RL-based Aggregation in Federated Learning

Yujing Wang, Hainan Zhang, Sijia Wen, Wangjie Qiu, Binghui Guo

MaFeRw: Query Rewriting with Multi-Aspect Feedbacks for Retrieval-Augmented Large Language Models

Yujing Wang, Hainan Zhang, Liang Pang, Binghui Guo, Hongwei Zheng

Friends-MMC: A Dataset for Multi-modal Multi-party Conversation Understanding

Yueqian Wang, Xiaojun Meng, Yuxuan Wang, Jianxin Liang, Qun Liu

Exploring Activation Patterns of Parameters in Language Models

Yudong Wang, Damai Dai, Zhe Yang, Jingyuan Ma, Zhifang Sui

Int*-Match: Balancing Intra-Class Compactness and Inter-Class Discrepancy for Semi-Supervised Speaker Recognition

Xingmei Wang, Jinghan Liu, Jiaxiang Meng, Boquan Li, Zijian Liu

McHirc: A Multimodal Benchmark for Chinese Idiom Reading Comprehension

Tongguan Wang, Mingmin Wu, Guixin Su, Dongyu Su, Yuxue Hu

Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization

Linyong Wang, Lianwei Wu, Shaoqi Song, Yaxiong Wang, Cuiyun Gao

SECodec: Structural Entropy-based Compressive Speech Representation Codec for Speech Language Models

Linqin Wang, Yaping Liu, Zhengtao Yu, Shengxiang Gao, Cunli Mao

STAMPsy: Towards SpatioTemporal-Aware Mixed-Type Dialogues for Psychological Counseling

Jieyi Wang, Yue Huang, Zeming Liu, Dexuan Xu, Chuan Wang

Self-Evolutionary Large Language Models Through Uncertainty-Enhanced Preference Optimization

Jianing Wang, Yang Zhou, Xiaocheng Zhang, Mengjiao Bao, Peng Yan

Decoupling Metacognition from Cognition: A Framework for Quantifying Metacognitive Ability in LLMs

Guoqing Wang, Wen Wu, Guangze Ye, Zhenxiao Cheng, Xi Chen

Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension

Chenxu Wang, Ping Jian, Zhen Yang

RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data

Chenglong Wang, Yang Gan, Yifu Huo, Yongyu Mu, Murun Yang

A New Formula for Sticker Retrieval: Reply with Stickers in Multi-Modal and Multi-Session Conversation

Bingbing Wang, Yiming Du, Bin Liang, Zhixin Bai, Min Yang

LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning

Ante Wang, Linfeng Song, Ye Tian, Baolin Peng, Dian Yu

Infer Human’s Intentions Before Following Natural Language Instructions

Yanming Wan, Yue Wu, Yiping Wang, Jiayuan Mao, Natasha Jaques

CodeHalu: Investigating Code Hallucinations in LLMs via Execution-based Verification

Yuchen Tian, Weixiang Yan, Qian Yang, Xuandong Zhao, Qian Chen

A Systematic Exploration of Knowledge Graph Alignment with Large Language Models in Retrieval Augmented Generation

Shiyu Tian, Shuyue Xing, Xingrui Li, Yangyang Luo, Caixia Yuan

Few-Shot, No Problem: Descriptive Continual Relation Extraction

Nguyen Xuan Thanh, Anh Duc Le, Quyen Tran, Thanh-Thien Le, Linh Ngo Van

A Comprehensive Evaluation on Event Reasoning of Large Language Models

Zhengwei Tao, Zhi Jin, Yifan Zhang, Xiancai Chen, Haiyan Zhao

Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers

Xinyu Tang, Xiaolei Wang, Wayne Xin Zhao, Siyuan Lu, Yaliang Li

Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models

Lei Tang, Jinghui Qin, Wenxuan Ye, Hao Tan, Zhijing Yang

Multi-Grained Query-Guided Set Prediction Network for Grounded Multimodal Named Entity Recognition

Jielong Tang, Zhenxing Wang, Ziyang Gong, Jianxing Yu, Xiangwei Zhu

Tuning-Free Accountable Intervention for LLM Deployment – a Metacognitive Approach

Zhen Tan, Jie Peng, Song Wang, Lijie Hu, Tianlong Chen

ExDDI: Explaining Drug-Drug Interaction Predictions with Natural Language

Zhaoyue Sun, Jiazheng Li, Gabriele Pergola, Yulan He

Transformer Layers as Painters

Qi Sun, Marc Pickett, Aakash Kumar Nain, Llion Jones

VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification

Kai Sun, Hao Wu, Bin Shi, Samuel Mensah, Peng Liu

Structured Packing in LLM Training Improves Long Context Utilization

Konrad Staniszewski, Szymon Tworkowski, Sebastian Jaszczur, Yu Zhao, Henryk Michalewski

Enhancing Portuguese Variety Identification with Cross-Domain Approaches

Hugo Sousa, Rúben Almeida, Purificação Silvano, Inês Cantante, Ricardo Campos

Tradutor: Building a Variety Specific Translation Model

Hugo Sousa, Satya Almasian, Ricardo Campos, Alipio Jorge

ELLA-V: Stable Neural Codec Language Modeling with Alignment-Guided Sequence Reordering

Yakun Song, Zhuo Chen, Xiaofei Wang, Ziyang Ma, Xie Chen

Is Your Image a Good Storyteller?

Xiujie Song, Xiaoyi Pang, Haifeng Tang, Mengyue Wu, Kenny Q. Zhu

Interweaving Memories of a Siamese Large Language Model

XIN SONG, Zhikai Xue, Guoxiu He, Jiawei Liu, Wei Lu

Hansel: Output Length Controlling Framework for Large Language Models

Seoha Song, Junhyun Lee, Hyeonmok Ko

Confidence Estimation for Error Detection in Text-to-SQL Systems

Oleg Somov, Elena Tutubalina

Enhancing Entertainment Translation for Indian Languages Using Adaptive Context, Style and LLMs

Pratik Rakesh Singh, Mohammadi Zaki, Pankaj Wasnik

Error Diversity Matters: An Error-Resistant Ensemble Method for Unsupervised Dependency Parsing

Behzad Shayegh, Hobie H.-B. Lee, Xiaodan Zhu, Jackie Chi Kit CHEUNG, Lili Mou

TEncDM: Understanding the Properties of the Diffusion Model in the Space of Language Model Encodings

Alexander Shabalin, Viacheslav Meshchaninov, Egor Chimbulatov, Vladislav Lapikov, Roman Kim

DOMBA: Double Model Balancing for Access-Controlled Language Models via Minimum-Bounded Aggregation

Tom Segal, Asaf Shabtai, Yuval Elovici

Seeing Your Speech Style: A Novel Zero-Shot Identity-Disentanglement Face-based Voice Conversion

Yan Rong, Li Liu

Enhancing Question Generation through Diversity-Seeking Reinforcement Learning with Bilevel Policy Decomposition

Tianyu Ren, Hui Wang, Karen Rafferty

Automatically Generating Numerous Context-Driven SFT Data for LLMs Across Diverse Granularity

Shanghaoran Quan

Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance

Muhammad Reza Qorib, Qisheng Hu, Hwee Tou Ng

Dynamic-Width Speculative Beam Decoding for LLM Inference

Zongyue Qin, Zifan He, Neha Prakriya, Jason Cong, Yizhou Sun

CLNX: Bridging Code and Natural Language for C/C++ Vulnerability-Contributing Commits Identification

Zeqing Qin, Yiwei Wu, Lansheng Han

Divide-Solve-Combine: An Interpretable and Accurate Prompting Framework for Zero-shot Multi-Intent Detection

Libo Qin, Qiguang Chen, Jingxuan Zhou, Jin Wang, Hao Fei

Mental-Perceiver: Audio-Textual Multi-Modal Learning for Estimating Mental Disorders

Jinghui Qin, Changsong Liu, Tianchi Tang, Dahuang Liu, Minghao Wang

Wasserstein Distance Constraint and Parameter Sparsification for Batched and Iterative Knowledge Editing

Shanbao Qiao, Xuebing Liu, Seung-Hoon Na

GENTEEL-NEGOTIATOR: LLM-Enhanced Mixture-of-Expert-Based Reinforcement Learning Approach for Polite Negotiation Dialogue

Priyanshu Priya, Rishikant Chigrupaatii, Mauajama Firdaus, Asif Ekbal