语言大模型 / LLM

The Tokenization Bottleneck: How Vocabulary Extension Improves Chemistry Representation Learning in Pretrained Language Models

Prathamesh Kalamkar, Ned Letcher, Meissane Chami, Sahger Lad, Shayan Mohanty, Prasanna Pendse

机构 * Thoughtworks 纠错

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

Vision Large Language Models Are Good Noise Handlers in Engagement Analysis

Alexander Vedernikov, Puneet Kumar, Haoyu Chen, Tapio Seppänen, Xiaobai Li

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

Model Editing as a Double-Edged Sword: Steering Agent Ethical Behavior Toward Beneficence or Harm

Baixiang Huang, Zhen Tan, Haoran Wang, Zijie Liu, Dawei Li, Ali Payani, Huan Liu, Tianlong Chen, Kai Shu

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

Comments AAAI 2026 Oral. 14 pages (including appendix), 11 figures. Code, data, results, and additional resources are available at: https://model-editing.github.io

MOON Embedding: Multimodal Representation Learning for E-commerce Search Advertising

Chenghan Fu, Daoze Zhang, Yukang Lin, Zhanheng Nie, Xiang Zhang, Jianyu Liu, Yueran Liu, Wanxian Guan, Pengjie Wang, Jian Xu, Bo Zheng

机构 * Alibaba Group（阿里巴巴集团） ； Taobao（淘宝） 纠错

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

Comments 31 pages, 12 figures

DRIP: Defending Prompt Injection via Token-wise Representation Editing and Residual Instruction Fusion

Ruofan Liu, Yun Lin, Zhiyong Huang, Jin Song Dong

机构 * National University of Singapore（新加坡国立大学） ； Shanghai Jiao Tong University（上海交通大学） 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

MoReFun: Past-Movement Guided Motion Representation Learning for Future Motion Prediction and Understanding

Junyu Shi, Haoting Wu, Zhiyuan Zhang, Lijiang Liu, Yong Sun, Qiang Nie

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 知识编辑与模型理解 ：LLM(abstract)；pretraining(abstract)

VLMs Guided Interpretable Decision Making for Autonomous Driving

Xin Hu, Taotao Jing, Renran Tian, Zhengming Ding

机构 * Department of Computer Science, Tulane University（路易斯安那大学计算机科学系） ； Qualcomm（高通公司） ； Department of Industrial and Systems Engineering, North Carolina State University（北卡罗来纳州立大学工业与系统工程系） 纠错

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

Comments Accepted by WACV 2026

FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models

Barbara Toniella Corradini, Mustafa Shukor, Paul Couairon, Guillaume Couairon, Franco Scarselli, Matthieu Cord

机构 * DIISM University of Siena（DIISM锡耶纳大学） ； CNRS, ISIR Sorbonne University（CNRS，ISIR索邦大学） ； Inria, ARCHES Sorbonne University（Inria，ARCHES索邦大学） ； Valeo.ai Sorbonne University（Valeo.ai索邦大学） 纠错

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

Journal ref Proceedings of the 2025 International Joint Conference on Neural Networks (IJCNN 2025)