Paper "large language models" Papers

150 papers found • Page 2 of 3

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

Muhammad Reza Qorib, Qisheng Hu, Hwee Tou Ng

AAAI 2025paperarXiv:2412.17408
8
citations

Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning

Yiming Huang, Xiao Liu, Yeyun Gong et al.

AAAI 2025paperarXiv:2403.02333
65
citations

Knowledge Editing with Dynamic Knowledge Graphs for Multi-Hop Question Answering

Yifan Lu, Yigeng Zhou, Jing Li et al.

AAAI 2025paperarXiv:2412.13782
14
citations

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

Ruizhe Zhang, Yongxin Xu, Yuzhen Xiao et al.

AAAI 2025paperarXiv:2408.03297
11
citations

Latent Reward: LLM-Empowered Credit Assignment in Episodic Reinforcement Learning

Yun Qu, Yuhang Jiang, Boyuan Wang et al.

AAAI 2025paperarXiv:2412.11120
24
citations

Learning Adaptive Parallel Reasoning with Language Models

Jiayi Pan, Xiuyu Li, Long Lian et al.

COLM 2025paperarXiv:2504.15466
49
citations

Learning to Prompt with Text Only Supervision for Vision-Language Models

Muhammad Uzair Khattak, Muhammad Ferjad Naeem, Muzammal Naseer et al.

AAAI 2025paperarXiv:2401.02418
42
citations

LEARN: Knowledge Adaptation from Large Language Model to Recommendation for Practical Industrial Application

Jian Jia, Yipei Wang, Yan Li et al.

AAAI 2025paperarXiv:2405.03988
30
citations

LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph

Tu Ao, Yanhua Yu, Yuling Wang et al.

AAAI 2025paperarXiv:2504.03137
15
citations

LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation

Mushui Liu, Yuhang Ma, Zhen Yang et al.

AAAI 2025paperarXiv:2407.00737
33
citations

LLM Can be a Dangerous Persuader: Empirical Study of Persuasion Safety in Large Language Models

Minqian Liu, Zhiyang Xu, Xinyi Zhang et al.

COLM 2025paperarXiv:2504.10430
10
citations

LLMs Are In-Context Bandit Reinforcement Learners

Giovanni Monea, Antoine Bosselut, Kianté Brantley et al.

COLM 2025paperarXiv:2410.05362
12
citations

MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL

Arian Askari, Christian Poelitz, Xinye Tang

AAAI 2025paperarXiv:2406.12692
36
citations

MALT: Improving Reasoning with Multi-Agent LLM Training

Sumeet Ramesh Motwani, Chandler Smith, Rocktim Jyoti Das et al.

COLM 2025paperarXiv:2412.01928
37
citations

Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction

Mingyu Derek Ma, Xiaoxuan Wang, Yijia Xiao et al.

AAAI 2025paperarXiv:2501.17326
5
citations

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

Zhenjie Xu, Wenqing Chen, Yi Tang et al.

AAAI 2025paperarXiv:2412.15504
8
citations

Modular-Cam: Modular Dynamic Camera-view Video Generation with LLM

Zirui Pan, Xin Wang, Yipeng Zhang et al.

AAAI 2025paperarXiv:2504.12048
5
citations

Multi-Agent Verification: Scaling Test-Time Compute with Multiple Verifiers

Shalev Lifshitz, Sheila A. McIlraith, Yilun Du

COLM 2025paperarXiv:2502.20379
31
citations

Multi-Modal Grounded Planning and Efficient Replanning for Learning Embodied Agents with a Few Examples

Taewoong Kim, Byeonghwi Kim, Jonghyun Choi

AAAI 2025paperarXiv:2412.17288
7
citations

NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization

Danial Kamali, Elham J. Barezi, Parisa Kordjamshidi

AAAI 2025paperarXiv:2412.15588
11
citations

On Effects of Steering Latent Representation for Large Language Model Unlearning

Huu-Tien Dang, Tin Pham, Hoang Thanh-Tung et al.

AAAI 2025paperarXiv:2408.06223

One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models

Yutao Zhu, Zhaoheng Huang, Zhicheng Dou et al.

AAAI 2025paperarXiv:2405.19670
9
citations

Overfill: Two-Stage Models for Efficient Language Model Decoding

Woojeong Kim, Junxiong Wang, Jing Nathan Yan et al.

COLM 2025paperarXiv:2508.08446

PersoNo: Personalised Notification Urgency Classifier in Mixed Reality

Jingyao Zheng, Haodi Weng, Xian Wang et al.

ISMAR 2025paperarXiv:2508.19622
1
citations

Planted in Pretraining, Swayed by Finetuning: A Case Study on the Origins of Cognitive Biases in LLMs

Itay Itzhak, Yonatan Belinkov, Gabriel Stanovsky

COLM 2025paperarXiv:2507.07186
3
citations

PokerBench: Training Large Language Models to Become Professional Poker Players

Richard Zhuang, Akshat Gupta, Richard Yang et al.

AAAI 2025paperarXiv:2501.08328
8
citations

Pretrained Hybrids with MAD Skills

Nicholas Roberts, Samuel Guo, Zhiqi Gao et al.

COLM 2025paper

Pruning Large Language Models with Semi-Structural Adaptive Sparse Training

Weiyu Huang, Yuezhou Hu, Guohao Jian et al.

AAAI 2025paperarXiv:2407.20584
21
citations

QUDsim: Quantifying Discourse Similarities in LLM-Generated Text

Ramya Namuduri, Yating Wu, Anshun Asher Zheng et al.

COLM 2025paperarXiv:2504.09373
4
citations

Re2LLM: Reflective Reinforcement Large Language Model for Session-based Recommendation

Ziyan Wang, Yingpeng Du, Zhu Sun et al.

AAAI 2025paperarXiv:2403.16427
8
citations

Recoverable Compression: A Multimodal Vision Token Recovery Mechanism Guided by Text Information

Yi Chen, Jian Xu, Xu-Yao Zhang et al.

AAAI 2025paperarXiv:2409.01179
15
citations

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

Zhensheng Wang, Wenmian Yang, Kun Zhou et al.

AAAI 2025paperarXiv:2412.10104

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

Jiaxing Wu, Lin Ning, Luyang Liu et al.

AAAI 2025paperarXiv:2409.04421
7
citations

ScaleOT: Privacy-utility-scalable Offsite-tuning with Dynamic LayerReplace and Selective Rank Compression

Kai Yao, Zhaorui Tan, Tiandi Ye et al.

AAAI 2025paperarXiv:2412.09812
6
citations

SCALM: Detecting Bad Practices in Smart Contracts Through LLMs

Zongwei Li, Xiaoqi Li, Wenkai Li et al.

AAAI 2025paperarXiv:2502.04347
35
citations

SCANS: Mitigating the Exaggerated Safety for LLMs via Safety-Conscious Activation Steering

Zouying Cao, Yifei Yang, Hai Zhao

AAAI 2025paperarXiv:2408.11491
23
citations

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

Jianing Wang, Yang Zhou, Xiaocheng Zhang et al.

AAAI 2025paperarXiv:2409.11212
5
citations

SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Kaixuan Huang, Xudong Guo, Mengdi Wang

COLM 2025paper
46
citations

SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration

Jipeng Cen, Jiaxin Liu, Zhixu Li et al.

AAAI 2025paperarXiv:2406.13408
15
citations

SR-FoT: A Syllogistic-Reasoning Framework of Thought for Large Language Models Tackling Knowledge-based Reasoning Tasks

Wentao Wan, Zhuojie Yang, Yongcan Chen et al.

AAAI 2025paperarXiv:2501.11599

SWEA: Updating Factual Knowledge in Large Language Models via Subject Word Embedding Altering

Xiaopeng Li, Shasha Li, Shezheng Song et al.

AAAI 2025paperarXiv:2401.17809
8
citations

Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval

Guangyuan Ma, Yongliang Ma, Xing Wu et al.

AAAI 2025paperarXiv:2408.10613
6
citations

Teaching Models to Improve on Tape

Liat Bezalel, Eyal Orgad, Amir Globerson

AAAI 2025paperarXiv:2411.01483

The Blessing and Curse of Dimensionality in Safety Alignment

Rachel S.Y. Teo, Laziz Abdullaev, Tan Minh Nguyen

COLM 2025paperarXiv:2507.20333
6
citations

Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment

Jun Liu, Zhenglun Kong, Pu Zhao et al.

AAAI 2025paperarXiv:2403.10799
14
citations

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

Hongbang Yuan, Zhuoran Jin, Pengfei Cao et al.

AAAI 2025paperarXiv:2408.10682
25
citations

Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective

Bo Ni, Yu Wang, Lu Cheng et al.

AAAI 2025paperarXiv:2410.08985
12
citations

Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments

Marharyta Domnich, Julius Välja, Rasmus Moorits Veski et al.

AAAI 2025paperarXiv:2410.21131
8
citations

Understanding Emotional Body Expressions via Large Language Models

Haifeng Lu, Jiuyi Chen, Feng Liang et al.

AAAI 2025paperarXiv:2412.12581
11
citations

ViFactCheck: A New Benchmark Dataset and Methods for Multi-Domain News Fact-Checking In Vietnamese

Tran Thai Hoa, Tran Quang Duy, Khanh Quoc Tran et al.

AAAI 2025paperarXiv:2412.15308
2
citations