语言大模型 / LLM

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Hy Dang, Tianyi Liu, Zhuofeng Wu, Jingfeng Yang, Haoming Jiang, Tao Yang, Pei Chen, Zhengyang Wang, Helen Wang, Huasheng Li, Bing Yin, Meng Jiang

机构 * University of Notre Dame（诺丁汉大学） ； Amazon（亚马逊） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

Mechanistic Interpretability with SAEs: Probing Religion, Violence, and Geography in Large Language Models

Katharina Simbeck, Mariam Mahran

机构 * HTW Berlin University of Applied Sciences（柏林应用科学大学） 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、cs.LG

Comments Accepted at AEQUITAS 2025: Workshop on Fairness and Bias in AI | co-located with ECAI, October 26th, 2025, Bologna, Italy. 12 pages, 1 figure

Decoding Uncertainty: The Impact of Decoding Strategies for Uncertainty Estimation in Large Language Models

Wataru Hashimoto, Hidetaka Kamigaito, Taro Watanabe

机构 * Nara Institute of Science and Technology（奈良科学技术大学） 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.CL、cs.LG

Comments Accepted at EMNLP 2025 Findings

Chat-CBM: Towards Interactive Concept Bottleneck Models with Frozen Large Language Models

Hangzhou He, Lei Zhu, Kaiwen Li, Xinliang Zhang, Jiakui Hu, Ourui Fu, Zhengjian Yao, Yanye Lu

机构 * Department of Biomedical Engineering, College of Future Technology, Peking University（生物医学工程系，未来技术学院，北京大学） ； Institute of Medical Technology, Peking University Health Science Center, Peking University（医学技术研究所，北京大学医学部，北京大学） ； National Biomedical Imaging Center, College of Future Technology, Peking University（国家生物医学成像中心，未来技术学院，北京大学） 纠错

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

INTA: Intent-Based Translation for Network Configuration with LLM Agents

Yunze Wei, Xiaohui Xie, Tianshuo Hu, Yiwei Zuo, Xinyi Chen, Kaiwen Chi, Yong Cui

机构 * Department of Computer Science and Technology, Tsinghua University（计算机科学与技术系，清华大学） ； Australian National University（澳大利亚国立大学） 纠错

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、cs.LG

Comments Accepted by The 33rd IEEE International Conference on Network Protocols (IEEE ICNP 2025)

Adaptive Distraction: Probing LLM Contextual Robustness with Automated Tree Search

Yanbo Wang, Zixiang Xu, Yue Huang, Chujie Gao, Siyuan Wu, Jiayi Ye, Pin-Yu Chen, Xiuying Chen, Xiangliang Zhang

机构 * Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)（莫扎伊德大学人工智能学院） ； University of Notre Dame（诺特丹大学） ； IBM Research（IBM研究院） 纠错

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

Sugar-Coated Poison: Benign Generation Unlocks LLM Jailbreaking

Yu-Hang Wu, Yu-Jie Xiong, Hao Zhang, Jia-Chen Zhang, Zheng Zhou

机构 * Shanghai University of Engineering Science（上海工程技术大学） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） 纠错

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

Comments Accepted by EMNLP2025

ChartHal: A Fine-grained Framework Evaluating Hallucination of Large Vision Language Models in Chart Understanding

Xingqi Wang, Yiming Cui, Xin Yao, Shijin Wang, Guoping Hu, Xiaoyu Qin

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； State Key Laboratory of Cognitive Intelligence, iFLYTEK（认知智能国家重点实验室） 纠错

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

RIDAS: A Multi-Agent Framework for AI-RAN with Representation- and Intention-Driven Agents

Kuiyuan Ding, Caili Guo, Yang Yang, Jianzhang Guo

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

Comments 6 pages, 7 figures

Turk-LettuceDetect: A Hallucination Detection Models for Turkish RAG Applications

Selva Taş, Mahmut El Huseyni, Özay Ezerceli, Reyhan Bayraktar, Fatma Betül Terzioğlu

机构 * Hidden for Review（保密） 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

Steering Towards Fairness: Mitigating Political Bias in LLMs

Afrozah Nadeem, Mark Dras, Usman Naseem

机构 * School of Computing, Macquarie University（计算机学院，麦考瑞大学） 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.CL、cs.AI

Comments Accepted at CASE@RANLP2025

WikiBigEdit: Understanding the Limits of Lifelong Knowledge Editing in LLMs

Lukas Thede, Karsten Roth, Matthias Bethge, Zeynep Akata, Tom Hartvigsen

机构 * Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Technical University, Munich（慕尼黑技术大学） ； University of Virginia（弗吉尼亚大学） 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.CL、cs.LG

Comments published at ICML 2025

Diagnosing Model Editing via Knowledge Spectrum

Tsung-Hsuan Pan, Chung-Chi Chen, Hen-Hsen Huang, Hsin-Hsi Chen

机构 * Department of Computer Science and Information Engineering（计算机科学与信息工程系） ； National Taiwan University（国立台湾大学） ； Artificial Intelligence Research Center（人工智能研究中心） ； AIST Japan（日本AIST） ； Institute of Information Science Academia Sinica（学术院信息科学研究所） 纠错

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

XaaS Containers: Performance-Portable Representation With Source and IR Containers

Marcin Copik, Eiman Alnuaimi, Alok Kamatar, Valerie Hayot-Sasson, Alberto Madonna, Todd Gamblin, Kyle Chard, Ian Foster, Torsten Hoefler

专题命中 知识编辑与模型理解 ：LLM(abstract)

Comments Accepted at the International Conference for High Performance Computing, Networking, Storage and Analysis (SC'25)