语言大模型 / LLM

$\text{M}^{2}$LLM: Multi-view Molecular Representation Learning with Large Language Models

Jiaxin Ju, Yizhen Zheng, Huan Yee Koh, Can Wang, Shirui Pan

机构 * School of Information and Communication Technology, Griffith University（格里菲斯大学信息与通信技术学院） ； Department of Data Science and AI, Monash University（莫纳什大学数据科学与人工智能系） ； Drug Discovery Biology, Monash Institute of Pharmaceutical Sciences, Monash University（莫纳什大学药学科学研究所药物发现生物学部） 纠错

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

Comments IJCAI 2025

Distilling Knowledge from Large Language Models: A Concept Bottleneck Model for Hate and Counter Speech Recognition

Roberto Labadie-Tamayo, Djordje Slijepčević, Xihui Chen, Adrian Jaques Böck, Andreas Babic, Liz Freimann, Christiane Atzmüller Matthias Zeppelzauer

机构 * St.Pölten University of Applied Sciences（施普伦茨大学应用科学学院） ； University of Vienna（维也纳大学） 纠错

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

Comments 33 pages, 10 figures, This is a preprint of a manuscript accepted for publication in Information Processing & Management (Elsevier)

From Pixels to Tokens: Revisiting Object Hallucinations in Large Vision-Language Models

Yuying Shang, Xinyi Zeng, Yutao Zhu, Xiao Yang, Zhengwei Fang, Jingyuan Zhang, Jiawei Chen, Zinan Liu, Yu Tian

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Dept. of Comp. Sci. and Tech., Institute for AI, Tsinghua University（计算机科学与技术系，人工智能研究院，清华大学） ； Gaoling School of Artificial Intelligence, Renmin University of China（人工智能学院，中国人民大学） ； Kuaishou Technology Inc.（快手科技有限公司） ； Shanghai Key Laboratory of Multi. Info. Processing, East China Normal University（多信息处理重点实验室，华东师范大学） 纠错

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

Dynamic Uncertainty-aware Multimodal Fusion for Outdoor Health Monitoring

Zihan Fang, Zheng Lin, Senkang Hu, Yihang Tao, Yiqin Deng, Xianhao Chen, Yuguang Fang

机构 * Hong Kong JC STEM Lab of Smart City and Department of Computer Science, City University of Hong Kong（香港JC STEM实验室及城市大学计算机科学系） 纠错

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

Comments 14 pages, 10 figures

A Dual-Axis Taxonomy of Knowledge Editing for LLMs: From Mechanisms to Functions

Amir Mohammad Salehoof, Ali Ramezani, Yadollah Yaghoobzadeh, Majid Nili Ahmadabadi

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） 纠错

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

Comments 13 pages, 1 figure

Conformal Linguistic Calibration: Trading-off between Factuality and Specificity

Zhengping Jiang, Anqi Liu, Benjamin Van Durme

机构 * Johns Hopkins University（约翰霍普金斯大学） 纠错

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

Activation Steering for Bias Mitigation: An Interpretable Approach to Safer LLMs

Shivam Dubey

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

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

Envisioning Generative Artificial Intelligence in Cartography and Mapmaking

Yuhao Kang, Chenglong Wang

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)

Comments 9 pages, 6 figures

What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning

Chi-Hsi Kung, Frangil Ramirez, Juhyung Ha, Yi-Ting Chen, David Crandall, Yi-Hsuan Tsai

机构 * Indiana University（印第安纳大学） ； National Yang-Ming Chiao-Tung University（国家阳明交通大学） ； Atmanity Inc.（Atmanity公司） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)

Comments 16 pages, 4 figures

Journal ref International Conference on Computer Vision, ICCV 2025

Decoding-based Regression

Xingyou Song, Dara Bahri

机构 * Google DeepMind（谷歌DeepMind） 纠错

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

Comments Published in Transactions on Machine Learning Research (TMLR) 2025. Code can be found at https://github.com/google-research/optformer/tree/main/optformer/decoding_regression