语言大模型 / LLM

Know-MRI: A Knowledge Mechanisms Revealer&Interpreter for Large Language Models

Jiaxiang Liu, Boxuan Xing, Chenhao Yuan, Chenxiang Zhang, Di Wu, Xiusheng Huang, Haida Yu, Chuhan Lang, Pengfei Cao, Jun Zhao, Kang Liu

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China（认知与决策智能复杂系统重点实验室，自动化研究所，中国科学院，北京，中国） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 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

Time Course MechInterp: Analyzing the Evolution of Components and Knowledge in Large Language Models

Ahmad Dawar Hakimi, Ali Modarressi, Philipp Wicke, Hinrich Schütze

机构 * Center for Information and Language Processing, LMU Munich（信息与语言处理中心，慕尼黑大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 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

UBench: Benchmarking Uncertainty in Large Language Models with Multiple Choice Questions

Xunzhi Wang, Zhuowei Zhang, Gaonan Chen, Qiongyu Li, Bitong Luo, Zhixin Han, Haotian Wang, Zhiyu li, Hang Gao, Mengting Hu

机构 * College of Software, Nankai University（南开大学软件学院） ； Institute for Advanced Algorithms Research (Shanghai)（上海先进算法研究所） ； College of Artificial Intelligence, Tianjin University of Science and Technology（天津科技大学人工智能学院） ； Tianjin Key Laboratory of Software Experience and Human Computer Interaction（天津软件体验与人机交互重点实验室） 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

Comments accepted by ACL Findings (2025)

S4-Driver: Scalable Self-Supervised Driving Multimodal Large Language Modelwith Spatio-Temporal Visual Representation

Yichen Xie, Runsheng Xu, Tong He, Jyh-Jing Hwang, Katie Luo, Jingwei Ji, Hubert Lin, Letian Chen, Yiren Lu, Zhaoqi Leng, Dragomir Anguelov, Mingxing Tan

机构 * UC Berkeley（加州大学伯克利分校） ； Waymo LLC（Waymo公司） ； Cornell University（康奈尔大学） ； Georgia Institute of Technology（佐治亚理工学院） 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.AI

Comments Accepted by CVPR2025; Project website: s4-driver.github.io

DELMAN: Dynamic Defense Against Large Language Model Jailbreaking with Model Editing

Yi Wang, Fenghua Weng, Sibei Yang, Zhan Qin, Minlie Huang, Wenjie Wang

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.AI

ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large language Models

Hao Yin, Guangzong Si, Zilei Wang

机构 * University of Science and Technology of China（中国科学技术大学） 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.AI

GeoEdit: Geometric Knowledge Editing for Large Language Models

Yujie Feng, Liming Zhan, Zexin Lu, Yongxin Xu, Xu Chu, Yasha Wang, Jiannong Cao, Philip S. Yu, Xiao-Ming Wu

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Peking University（北京大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 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

Causal-LLaVA: Causal Disentanglement for Mitigating Hallucination in Multimodal Large Language Models

Xinmiao Hu, Chun Wang, Ruihe An, ChenYu Shao, Xiaojun Ye, Sheng Zhou, Liangcheng Li

机构 * Zhejiang University（浙江大学） 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.AI

Comments 21 pages, 19 figures, Submitted to NeurIPS 2025

Benchmarking and Rethinking Knowledge Editing for Large Language Models

Guoxiu He, Xin Song, Futing Wang, Aixin Sun

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

Comments arXiv admin note: text overlap with arXiv:2503.05212

Out-of-the-Box Conditional Text Embeddings from Large Language Models

Kosuke Yamada, Peinan Zhang

机构 * Cyberagent Inc.（Cyberagent公司） 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

Comments work in progress

ConExion: Concept Extraction with Large Language Models

Ebrahim Norouzi, Sven Hertling, Harald Sack

机构 * FIZ Karlsruhe – Leibniz Institute for Information Infrastructure（弗里茨-卡拉什夫研究所 – 莱比锡信息基础设施研究所） ； Karlsruhe Institute of Technology (AIFB)（卡尔斯鲁厄理工学院（AIFB）） 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

Towards Explainable Network Intrusion Detection using Large Language Models

Paul R. B. Houssel, Priyanka Singh, Siamak Layeghy, Marius Portmann

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.AI

Don't Just Translate, Agitate: Using Large Language Models as Devil's Advocates for AI Explanations

Ashley Suh, Kenneth Alperin, Harry Li, Steven R Gomez

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.AI

Comments Presented at the Human-centered Explainable AI Workshop (HCXAI) @ CHI 2025

LogLLM: Log-based Anomaly Detection Using Large Language Models

Wei Guan, Jian Cao, Shiyou Qian, Jianqi Gao, Chun Ouyang

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.AI

The challenge of uncertainty quantification of large language models in medicine

Zahra Atf, Seyed Amir Ahmad Safavi-Naini, Peter R. Lewis, Aref Mahjoubfar, Nariman Naderi, Thomas R. Savage, Ali Soroush

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.AI

Comments 25 pages, 11 figures

Investigating Human-Aligned Large Language Model Uncertainty

Kyle Moore, Jesse Roberts, Daryl Watson, Pamela Wisniewski

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

Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language Models

Shahnewaz Karim Sakib, Anindya Bijoy Das, Shibbir Ahmed

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

Flash Interpretability: Decoding Specialised Feature Neurons in Large Language Models with the LM-Head

Harry J Davies

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

Comments 5 pages, 4 figures

ChatMol: A Versatile Molecule Designer Based on the Numerically Enhanced Large Language Model

Chuanliu Fan, Ziqiang Cao, Zicheng Ma, Nan Yu, Yimin Peng, Jun Zhang, Yiqin Gao, Guohong Fu

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.LG

Comments 16 pages, 8 figures,conference

Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models

Chenhui Hu, Pengfei Cao, Yubo Chen, Kang Liu, Jun Zhao

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

Comments To be published in AAAI 2025 (Oral)

Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models

Jingcheng Deng, Zihao Wei, Liang Pang, Hanxing Ding, Huawei Shen, Xueqi Cheng

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

Comments ICLR 2025

Zero-shot Model-based Reinforcement Learning using Large Language Models

Abdelhakim Benechehab, Youssef Attia El Hili, Ambroise Odonnat, Oussama Zekri, Albert Thomas, Giuseppe Paolo, Maurizio Filippone, Ievgen Redko, Balázs Kégl

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.LG

Journal ref The Thirteenth International Conference on Learning Representations (ICLR 2025)

Probing Internal Representations of Multi-Word Verbs in Large Language Models

Hassane Kissane, Achim Schilling, Patrick Krauss

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

Enhancing Code Consistency in AI Research with Large Language Models and Retrieval-Augmented Generation

Rajat Keshri, Arun George Zachariah, Michael Boone

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.AI

SLANG: New Concept Comprehension of Large Language Models

Lingrui Mei, Shenghua Liu, Yiwei Wang, Baolong Bi, Xueqi Cheng

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

Comments EMNLP 2024 Main

Improving Factuality in Large Language Models via Decoding-Time Hallucinatory and Truthful Comparators

Dingkang Yang, Dongling Xiao, Jinjie Wei, Mingcheng Li, Zhaoyu Chen, Ke Li, Lihua Zhang

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

Comments Accepted by AAAI 2025. We recommend reading this version as it contains more complete details than the camera ready version

GPT-HTree: A Decision Tree Framework Integrating Hierarchical Clustering and Large Language Models for Explainable Classification

Te Pei, Fuat Alican, Aaron Ontoyin Yin, Yigit Ihlamur

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.LG

Controlling Large Language Models Through Concept Activation Vectors

Hanyu Zhang, Xiting Wang, Chengao Li, Xiang Ao, Qing He

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

TS-HTFA: Advancing Time Series Forecasting via Hierarchical Text-Free Alignment with Large Language Models

Pengfei Wang, Huanran Zheng, Qi'ao Xu, Silong Dai, Yiqiao Wang, Wenjing Yue, Wei Zhu, Tianwen Qian, Xiaoling Wang

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.AI

Comments 19 pages, 6 figures

Knowledge Editing for Large Language Model with Knowledge Neuronal Ensemble

Yongchang Li, Yujin Zhu, Tao Yan, Shijian Fan, Gang Wu, Liang Xu

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

Comments 26 pages, 5 figures, 2 tables