语言大模型 / LLM - arXivDaily 专题

2402.13184 2025-06-10 cs.CL 85%

What if LLMs Have Different World Views: Simulating Alien Civilizations with LLM-based Agents

Zhaoqian Xue, Beichen Wang, Suiyuan Zhu, Kai Mei, Hua Tang, Wenyue Hua, Mengnan Du, Yongfeng Zhang

机构 * Georgetown University（乔治城大学）； Rutgers University（罗格斯大学）； New York University（纽约大学）； New Jersey Institute of Technology（新泽西理工学院）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2411.10918 2025-06-03 cs.CR cs.AI 85%

INVARLLM: LLM-assisted Physical Invariant Extraction for Cyber-Physical Systems Anomaly Detection

Danial Abshari, Peiran Shi, Chenglong Fu, Meera Sridhar, Xiaojiang Du

机构 * University of North Carolina at Charlotte（北卡罗来纳大学夏洛特分校）； Stevens Institute of Technology（史蒂文斯理工学院）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2505.20880 2025-05-28 cs.CL 85%

MSA at SemEval-2025 Task 3: High Quality Weak Labeling and LLM Ensemble Verification for Multilingual Hallucination Detection

Baraa Hikal, Ahmed Nasreldin, Ali Hamdi

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

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2505.19970 2025-05-27 cs.CL 85%

CP-Router: An Uncertainty-Aware Router Between LLM and LRM

Jiayuan Su, Fulin Lin, Zhaopeng Feng, Han Zheng, Teng Wang, Zhenyu Xiao, Xinlong Zhao, Zuozhu Liu, Lu Cheng, Hongwei Wang

机构 * Zhejiang University（浙江大学）； University of Hong Kong（香港大学）； Tsinghua University（清华大学）； Peking University（北京大学）； University of Illinois Chicago（伊利诺伊大学芝加哥分校）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2505.19670 2025-05-27 cs.CL cs.MM cs.SD eess.AS 85%

Reshaping Representation Space to Balance the Safety and Over-rejection in Large Audio Language Models

Hao Yang, Lizhen Qu, Ehsan Shareghi, Gholamreza Haffari

机构 * Department of Data Science & AI, Monash University（数据科学与人工智能系，莫纳什大学）

专题命中知识编辑与模型理解：language model(title,abstract)；large language model(abstract)；SFT(abstract)；分类 cs.CL

2505.16455 2025-05-23 cs.AI cs.CY 85%

Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events

Mengzhu Liu, Zhengqiu Zhu, Chuan Ai, Chen Gao, Xinghong Li, Lingnan He, Kaisheng Lai, Yingfeng Chen, Xin Lu, Yong Li, Quanjun Yin

机构 * National University of Defense Technology（国防科技大学）； Tsinghua University（清华大学）； Sun Yat-sen University（中山大学）； Jinan University（暨南大学）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2505.15793 2025-05-23 cs.RO cs.LG 85%

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving

Zhiwen Chen, Bo Leng, Zhuoren Li, Hanming Deng, Guizhe Jin, Ran Yu, Huanxi Wen

机构 * Tongji University（同济大学）； SenseTime Research（商汤科技研究院）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

2503.21098 2025-05-14 cs.IR cs.AI 85%

Alleviating LLM-based Generative Retrieval Hallucination in Alipay Search

Yedan Shen, Kaixin Wu, Yuechen Ding, Jingyuan Wen, Hong Liu, Mingjie Zhong, Zhouhan Lin, Jia Xu, Linjian Mo

机构 * LUMIA Lab, Shanghai Jiao Tong University（LUMIA实验室，上海交通大学）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted by SIGIR 2025

Journal ref SIGIR 2025

2505.03030 2025-05-07 cs.CL 85%

UCSC at SemEval-2025 Task 3: Context, Models and Prompt Optimization for Automated Hallucination Detection in LLM Output

Sicong Huang, Jincheng He, Shiyuan Huang, Karthik Raja Anandan, Arkajyoti Chakraborty, Ian Lane

机构 * University of California, Santa Cruz（加州大学圣克ruz分校）

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 6 pages, 1 figure

2405.19456 2025-04-22 cs.AI 85%

SSFF: Investigating LLM Predictive Capabilities for Startup Success through a Multi-Agent Framework with Enhanced Explainability and Performance

Xisen Wang, Yigit Ihlamur, Fuat Alican

机构 * University of Oxford（牛津大学）； Vela Partners

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments For relevant code: https://github.com/Xisen-Wang/Startup-Success-Forecasting-Framework

2504.02733 2025-04-04 cs.CL 85%

Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study

Aryan Agrawal, Lisa Alazraki, Shahin Honarvar, Marek Rei

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Building Trust Workshop, ICLR 2025

2412.00493 2025-03-28 cs.CV cs.CL 85%

Video-3D LLM: Learning Position-Aware Video Representation for 3D Scene Understanding

Duo Zheng, Shijia Huang, Liwei Wang

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments Accepted by CVPR 2025

2503.15117 2025-03-20 cs.CL 85%

Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification

Shichen Li, Zhongqing Wang, Zheyu Zhao, Yue Zhang, Peifeng Li

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments AAAI2025

2411.15432 2025-03-17 cs.CL cs.CV 85%

Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts

Qizhou Chen, Chengyu Wang, Dakan Wang, Taolin Zhang, Wangyue Li, Xiaofeng He

专题命中知识编辑与模型理解：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments CVPR 2025 Accepted

2503.10211 2025-03-14 cs.CL cs.SD eess.AS 85%

Adaptive Inner Speech-Text Alignment for LLM-based Speech Translation

Henglyu Liu, Andong Chen, Kehai Chen, Xuefeng Bai, Meizhi Zhong, Yuan Qiu, Min Zhang

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 12 pages, 7 figures

2406.00799 2025-03-07 cs.CR cs.CL cs.CY 85%

Get my drift? Catching LLM Task Drift with Activation Deltas

Sahar Abdelnabi, Aideen Fay, Giovanni Cherubin, Ahmed Salem, Mario Fritz, Andrew Paverd

专题命中知识编辑与模型理解：LLM(title,abstract)；language model(abstract)；prompting(abstract)；分类 cs.CL

Comments SaTML 2025

2503.00724 2025-03-04 cs.CL 85%

Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies

Tianyi Huang, Jingyuan Yi, Peiyang Yu, Xiaochuan Xu

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2502.16143 2025-02-25 cs.CL 85%

The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination

Yuji Zhang, Sha Li, Cheng Qian, Jiateng Liu, Pengfei Yu, Chi Han, Yi R. Fung, Kathleen McKeown, Chengxiang Zhai, Manling Li, Heng Ji

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 19 pages, 5 figures

2502.14273 2025-02-21 cs.CV cs.AI cs.MM 85%

LLM-EvRep: Learning an LLM-Compatible Event Representation Using a Self-Supervised Framework

Zongyou Yu, Qiang Qu, Qian Zhang, Nan Zhang, Xiaoming Chen

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 6 pages, 2 figures,Companion Proceedings of the ACM Web Conference 2025 (WWW Companion '25)

2502.08631 2025-02-20 cs.AI 85%

Ensemble based approach to quantifying uncertainty of LLM based classifications

Srijith Rajamohan, Ahmed Salhin, Josh Frazier, Rohit Kumar, Yu-Cheng Tsai, Todd Cook

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2502.10406 2025-02-18 cs.CY cs.AI 85%

FishBargain: An LLM-Empowered Bargaining Agent for Online Fleamarket Platform Sellers

Dexin Kong, Xu Yan, Ming Chen, Shuguang Han, Jufeng Chen, Fei Huang

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

2410.14975 2025-02-11 cs.CV cs.AI 85%

Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation

Jihyo Kim, Seulbi Lee, Sangheum Hwang

专题命中知识编辑与模型理解：language model(title,abstract)；foundation model(abstract)；prompting(abstract)；分类 cs.AI

Comments Accepted at ICLR 2025. The first two authors contributed equally

2410.11781 2025-02-04 cs.LG 85%

Language Models Encode Numbers Using Digit Representations in Base 10

Amit Arnold Levy, Mor Geva

专题命中知识编辑与模型理解：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.LG

Comments Accepted at NAACL 2025

2408.09916 2025-01-24 cs.CV cs.CL 85%

Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit

Qizhou Chen, Taolin Zhang, Chengyu Wang, Xiaofeng He, Dakan Wang, Tingting Liu

专题命中知识编辑与模型理解：language model(title,abstract)；LLM(abstract)；large language model(abstract)；分类 cs.CL

Comments Accepted to AAAI-2025 as an oral presentation

2303.00333 2024-12-24 cs.CL 85%

Competence-Based Analysis of Language Models

Adam Davies, Jize Jiang, ChengXiang Zhai

专题命中知识编辑与模型理解：language model(title,abstract)；LLM(abstract)；pretraining(abstract)；分类 cs.CL

2412.07965 2024-12-12 cs.CL 85%

HalluCana: Fixing LLM Hallucination with A Canary Lookahead

Tianyi Li, Erenay Dayanik, Shubhi Tyagi, Andrea Pierleoni

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2309.06799 2024-11-13 cs.AI physics.geo-ph 85%

When Geoscience Meets Foundation Models: Towards General Geoscience Artificial Intelligence System

Hao Zhang, Jin-Jian Xu, Hong-Wei Cui, Lin Li, Yaowen Yang, Chao-Sheng Tang, Niklas Boers

专题命中知识编辑与模型理解：foundation model(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments accpeted by IEEE Geoscience and Remote Sensing Magazine

Journal ref IEEE Geoscience and Remote Sensing Magazine, 2024

2407.16434 2024-11-01 cs.CL 85%

Enhancing LLM's Cognition via Structurization

Kai Liu, Zhihang Fu, Chao Chen, Wei Zhang, Rongxin Jiang, Fan Zhou, Yaowu Chen, Yue Wu, Jieping Ye

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments This paper has been accepted by NeurIPS 2024. Code is available at https://github.com/alibaba/struxgpt

2410.14262 2024-10-28 cs.CR cs.CL 85%

Good Parenting is all you need -- Multi-agentic LLM Hallucination Mitigation

Ted Kwartler, Matthew Berman, Alan Aqrawi

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

2410.16489 2024-10-23 cs.LG 85%

LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling

Can Chen, Gabriel Oliveira, Hossein Sharifi Noghabi, Tristan Sylvain

专题命中知识编辑与模型理解：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 18 pages, 13 figures, 18 tables

1. 知识编辑与模型理解 7539 篇

What if LLMs Have Different World Views: Simulating Alien Civilizations with LLM-based Agents

INVARLLM: LLM-assisted Physical Invariant Extraction for Cyber-Physical Systems Anomaly Detection

MSA at SemEval-2025 Task 3: High Quality Weak Labeling and LLM Ensemble Verification for Multilingual Hallucination Detection

CP-Router: An Uncertainty-Aware Router Between LLM and LRM

Reshaping Representation Space to Balance the Safety and Over-rejection in Large Audio Language Models

Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving

Alleviating LLM-based Generative Retrieval Hallucination in Alipay Search

UCSC at SemEval-2025 Task 3: Context, Models and Prompt Optimization for Automated Hallucination Detection in LLM Output

SSFF: Investigating LLM Predictive Capabilities for Startup Success through a Multi-Agent Framework with Enhanced Explainability and Performance

Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study

Video-3D LLM: Learning Position-Aware Video Representation for 3D Scene Understanding

Exploring Model Editing for LLM-based Aspect-Based Sentiment Classification

Lifelong Knowledge Editing for Vision Language Models with Low-Rank Mixture-of-Experts

Adaptive Inner Speech-Text Alignment for LLM-based Speech Translation

Get my drift? Catching LLM Task Drift with Activation Deltas

Unmasking Digital Falsehoods: A Comparative Analysis of LLM-Based Misinformation Detection Strategies

The Law of Knowledge Overshadowing: Towards Understanding, Predicting, and Preventing LLM Hallucination

LLM-EvRep: Learning an LLM-Compatible Event Representation Using a Self-Supervised Framework

Ensemble based approach to quantifying uncertainty of LLM based classifications

FishBargain: An LLM-Empowered Bargaining Agent for Online Fleamarket Platform Sellers

Reflexive Guidance: Improving OoDD in Vision-Language Models via Self-Guided Image-Adaptive Concept Generation

Language Models Encode Numbers Using Digit Representations in Base 10

Attribution Analysis Meets Model Editing: Advancing Knowledge Correction in Vision Language Models with VisEdit

Competence-Based Analysis of Language Models

HalluCana: Fixing LLM Hallucination with A Canary Lookahead

When Geoscience Meets Foundation Models: Towards General Geoscience Artificial Intelligence System

Enhancing LLM's Cognition via Structurization

Good Parenting is all you need -- Multi-agentic LLM Hallucination Mitigation

LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling