语言大模型 / LLM

Interpretable Company Similarity with Sparse Autoencoders

Marco Molinari, Victor Shao, Luca Imeneo, Mateusz Mikolajczak, Vladimir Tregubiak, Abhimanyu Pandey, Sebastian Kuznetsov Ryder Torres Pereira

机构 * London School of Economics（伦敦经济学院） ； Tower Research Capital（塔罗研究资本） 纠错

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

Multi-agent Systems for Misinformation Lifecycle : Detection, Correction And Source Identification

Aditya Gautam

机构 * Aditya Gautam 纠错

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

GPT Editors, Not Authors: The Stylistic Footprint of LLMs in Academic Preprints

Soren DeHaan, Yuanze Liu, Johan Bollen, Sa'ul A. Blanco

机构 * Department of Computer Science（计算机科学系） ； Indiana University Bloomington（印第安纳大学布卢明顿分校） ； Cognitive Science Program（认知科学项目） ； Department of Informatics（信息学系） 纠错

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

Comments 13 pages

Evaluate Bias without Manual Test Sets: A Concept Representation Perspective for LLMs

Lang Gao, Kaiyang Wan, Wei Liu, Chenxi Wang, Zirui Song, Zixiang Xu, Yanbo Wang, Veselin Stoyanov, Xiuying Chen

机构 * MBZUAI ； Huazhong University of Science and Technology（华中科技大学） 纠错

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

When LLMs meet open-world graph learning: a new perspective for unlabeled data uncertainty

Yanzhe Wen, Xunkai Li, Qi Zhang, Zhu Lei, Guang Zeng, Rong-Hua Li, Guoren Wang

机构 * Department of Computer Science and Technology（计算机科学与技术系） ； Beijing Institude of Technology（北京理工大学） ； Ant Group（蚂蚁集团） 纠错

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

Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer

Wenkang Han, Wang Lin, Liya Hu, Zhenlong Dai, Yiyun Zhou, Mengze Li, Zemin Liu, Chang Yao, Jingyuan Chen

机构 * Zhejiang University（浙江大学） 纠错

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

Comments Accepted by IJCAI 2025

Prioritizing Image-Related Tokens Enhances Vision-Language Pre-Training

Yangyi Chen, Hao Peng, Tong Zhang, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Comments The code will be available at https://github.com/Yangyi-Chen/PRIOR

NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT

Jiaying Hong, Thanet Markchom, Jianfei Xu, Tong Wu, Huizhi Liang

机构 * School of Computing, Newcastle University（新萨勒姆大学计算机学院） ； Department of Computer Science, University of Reading（阅读大学计算机科学系） ； Previously at School of Computing, Newcastle University（新萨勒姆大学计算机学院） 纠错

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

Calibrating Uncertainty Quantification of Multi-Modal LLMs using Grounding

Trilok Padhi, Ramneet Kaur, Adam D. Cobb, Manoj Acharya, Anirban Roy, Colin Samplawski, Brian Matejek, Alexander M. Berenbeim, Nathaniel D. Bastian, Susmit Jha

机构 * Georgia State University（佐治亚州立大学） ； Computer Science Lab, SRI（SRI计算机科学实验室） ； Army Cyber Institute, United States Military Academy（美国陆军网络学院） 纠错

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

Watermarking Needs Input Repetition Masking

David Khachaturov, Robert Mullins, Ilia Shumailov, Sumanth Dathathri

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

HalluSearch at SemEval-2025 Task 3: A Search-Enhanced RAG Pipeline for Hallucination Detection

Mohamed A. Abdallah, Samhaa R. El-Beltagy

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

HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs

Sharanya Dasgupta, Sujoy Nath, Arkaprabha Basu, Pourya Shamsolmoali, Swagatam Das

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

HalluciNot: Hallucination Detection Through Context and Common Knowledge Verification

Bibek Paudel, Alexander Lyzhov, Preetam Joshi, Puneet Anand

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

PerLA: Perceptive 3D Language Assistant

Guofeng Mei, Wei Lin, Luigi Riz, Yujiao Wu, Fabio Poiesi, Yiming Wang

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

Comments Accepted by CVPR2025

Bridging the Dimensional Chasm: Uncover Layer-wise Dimensional Reduction in Transformers through Token Correlation

Zhuo-Yang Song, Zeyu Li, Qing-Hong Cao, Ming-xing Luo, Hua Xing Zhu

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

Comments 17 pages, 9 figures, 2 tables

Identifying Cooperative Personalities in Multi-agent Contexts through Personality Steering with Representation Engineering

Kenneth J. K. Ong, Lye Jia Jun, Hieu Minh "Jord" Nguyen, Seong Hah Cho, Natalia Pérez-Campanero Antolín

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

Comments Poster, Technical AI Safety Conference 2025

Unlocking Efficient, Scalable, and Continual Knowledge Editing with Basis-Level Representation Fine-Tuning

Tianci Liu, Ruirui Li, Yunzhe Qi, Hui Liu, Xianfeng Tang, Tianqi Zheng, Qingyu Yin, Monica Xiao Cheng, Jun Huan, Haoyu Wang, Jing Gao

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

Comments ICLR 2025

PASemiQA: Plan-Assisted Agent for Question Answering on Semi-Structured Data with Text and Relational Information

Hansi Yang, Qi Zhang, Wei Jiang, Jianguo Li

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

Norm Growth and Stability Challenges in Localized Sequential Knowledge Editing

Akshat Gupta, Christine Fang, Atahan Ozdemir, Maochuan Lu, Ahmed Alaa, Thomas Hartvigsen, Gopala Anumanchipalli

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；post-training(abstract)；分类 cs.CL、cs.AI

Comments Accepted for Oral Presentation at KnowFM @ AAAI 2025. arXiv admin note: text overlap with arXiv:2502.01636

Are Sparse Autoencoders Useful? A Case Study in Sparse Probing

Subhash Kantamneni, Joshua Engels, Senthooran Rajamanoharan, Max Tegmark, Neel Nanda

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

Adaptive Retrieval Without Self-Knowledge? Bringing Uncertainty Back Home

Viktor Moskvoretskii, Maria Lysyuk, Mikhail Salnikov, Nikolay Ivanov, Sergey Pletenev, Daria Galimzianova, Nikita Krayko, Vasily Konovalov, Irina Nikishina, Alexander Panchenko

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

Comments The code and data are at https://github.com/s-nlp/AdaRAGUE

QUBE: Enhancing Automatic Heuristic Design via Quality-Uncertainty Balanced Evolution

Zijie Chen, Zhanchao Zhou, Yu Lu, Renjun Xu, Lili Pan, Zhenzhong Lan

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

Does Editing Provide Evidence for Localization?

Zihao Wang, Victor Veitch

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

What Do LLMs Need to Understand Graphs: A Survey of Parametric Representation of Graphs

Dongqi Fu, Liri Fang, Zihao Li, Hanghang Tong, Vetle I. Torvik, Jingrui He

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

Comments Preprint, 9 pages

Exploring the Personality Traits of LLMs through Latent Features Steering

Shu Yang, Shenzhe Zhu, Liang Liu, Lijie Hu, Mengdi Li, Di Wang

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

Comments under review

Cross-Lingual Multi-Hop Knowledge Editing

Aditi Khandelwal, Harman Singh, Hengrui Gu, Tianlong Chen, Kaixiong Zhou

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

Meta-Cultural Competence: Climbing the Right Hill of Cultural Awareness

Sougata Saha, Saurabh Kumar Pandey, Monojit Choudhury

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

MARS: Meaning-Aware Response Scoring for Uncertainty Estimation in Generative LLMs

Yavuz Faruk Bakman, Duygu Nur Yaldiz, Baturalp Buyukates, Chenyang Tao, Dimitrios Dimitriadis, Salman Avestimehr

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

Journal ref 2024.acl-long.419

ChartCitor: Multi-Agent Framework for Fine-Grained Chart Visual Attribution

Kanika Goswami, Puneet Mathur, Ryan Rossi, Franck Dernoncourt

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

Partially Rewriting a Transformer in Natural Language

Gonçalo Paulo, Nora Belrose

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