语言大模型 / LLM

Saliency Map-Guided Knowledge Discovery for Subclass Identification with LLM-Based Symbolic Approximations

Tim Bohne, Anne-Kathrin Patricia Windler, Martin Atzmueller

机构 * German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心） ； Semantic Information Systems, Osnabrück University（语义信息系统，奥斯纳布吕克大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

WebVIA: A Web-based Vision-Language Agentic Framework for Interactive and Verifiable UI-to-Code Generation

Mingde Xu, Zhen Yang, Wenyi Hong, Lihang Pan, Xinyue Fan, Yan Wang, Xiaotao Gu, Bin Xu, Jie Tang

机构 * Faculty of Mathematics, University of Waterloo（滑铁卢大学数学系） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程集团） ； Zhipu AI（智谱AI） 纠错

专题命中 其他LLM ：language agent(title)；language model(abstract)；分类 cs.AI

Comments 36 pages, 30 figures

HyperHELM: Hyperbolic Hierarchy Encoding for mRNA Language Modeling

Max van Spengler, Artem Moskalev, Tommaso Mansi, Mangal Prakash, Rui Liao

机构 * Johnson & Johnson Innovative Medicine（强生创新医学） ； University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.LG

Leveraging Foundation Models for Enhancing Robot Perception and Action

Reihaneh Mirjalili

机构 * Department Computer Science & Artificial Intelligence University of Technology Nuremberg（技术大学纽伦堡计算机科学与人工智能系） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.AI

Comments Doctoral thesis

Equivariance Everywhere All At Once: A Recipe for Graph Foundation Models

Ben Finkelshtein, İsmail İlkan Ceylan, Michael Bronstein, Ron Levie

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.LG

Input Matters: Evaluating Input Structure's Impact on LLM Summaries of Sports Play-by-Play

Barkavi Sundararajan, Somayajulu Sripada, Ehud Reiter

机构 * Department of Computing Science, University of Aberdeen（计算科学系，阿伯丁大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.CL

Comments Accepted at INLG 2025

CapRecover: A Cross-Modality Feature Inversion Attack Framework on Vision Language Models

Kedong Xiu, Sai Qian Zhang

机构 * New York University（纽约大学） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.AI

Comments 9 pages, accepted by the 2025 ACM Multimedia Conference. Code is available at https://jus1mple.github.io/Image2CaptionAttack

Continuous Diffusion Model for Language Modeling

Jaehyeong Jo, Sung Ju Hwang

机构 * KAIST（韩国科学技术院） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.LG

Comments NeurIPS 2025

Deeper with Riemannian Geometry: Overcoming Oversmoothing and Oversquashing for Graph Foundation Models

Li Sun, Zhenhao Huang, Ming Zhang, Philip S. Yu

机构 * North China Electric Power University（华北电力大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.LG

Comments Accept by NeurIPS 25

Language Models Model Language

Łukasz Borchmann

机构 * Snowflake AI Research（Snowflake人工智能研究） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

CoRA: Covariate-Aware Adaptation of Time Series Foundation Models

Guo Qin, Zhi Chen, Yong Liu, Zhiyuan Shi, Haixuan Liu, Xiangdong Huang, Jianmin Wang, Mingsheng Long

机构 * School of Software, BNRist, Tsinghua University（软件学院、BNRist、清华大学） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.LG

Comparing human and LLM proofreading in L2 writing: Impact on lexical and syntactic features

Hakyung Sung, Karla Csuros, Min-Chang Sung

机构 * LCR-ADS Lab, Linguistics, University of Oregon（俄勒冈大学语言学系LCR-ADS实验室） ； West University of Timisoara（蒂米什瓦拉西大学） ； Gyeongin National University of Education（京仁国立教育大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.CL

FlowNIB: An Information Bottleneck Analysis of Bidirectional vs. Unidirectional Language Models

Md Kowsher, Nusrat Jahan Prottasha, Shiyun Xu, Shetu Mohanto, Ozlem Garibay, Niloofar Yousefi, Chen Chen

机构 * University of Central Florida（中央佛罗里达大学） ； University of Pennsylvania（宾夕法尼亚大学） ； Delineate Inc.（Delineate公司） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

Agent-in-the-Loop: A Data Flywheel for Continuous Improvement in LLM-based Customer Support

Cen Mia Zhao, Tiantian Zhang, Hanchen Su, Yufeng Wayne Zhang, Shaowei Su, Mingzhi Xu, Yu Elaine Liu, Wei Han, Jeremy Werner, Claire Na Cheng, Yashar Mehdad

机构 * Airbnb, Inc.（Airbnb公司） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

Comments EMNLP 2025 Industry Track submission (Paper #305). Preprint. Main text within the 7-page industry limit (references/appendices excluded). Contains multiple figures and tables

Bringing Graphs to the Table: Zero-shot Node Classification via Tabular Foundation Models

Adrian Hayler, Xingyue Huang, İsmail İlkan Ceylan, Michael Bronstein, Ben Finkelshtein

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.LG

LaunchpadGPT: Language Model as Music Visualization Designer on Launchpad

Siting Xu, Yolo Yunlong Tang, Feng Zheng

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

Comments Accepted to International Computer Music Conference (ICMC) 2023

Prompt Balance Matters: Understanding How Imbalanced Few-Shot Learning Affects Multilingual Sense Disambiguation in LLMs

Deshan Sumanathilaka, Nicholas Micallef, Julian Hough

机构 * Department of Computer Science, Swansea University（计算机科学系，萨斯奎汉大学） 纠错

专题命中 其他LLM ：large language model(abstract,comments)；language model(abstract,comments)；prompting(abstract)；分类 cs.CL

Comments Paper accepted at GlobalNLP 2025: Workshop on beyond English: Natural Language Processing for All Languages in an Era of Large Language Models" 9 pages, 3 figures, 2 Tables

Steering Prepositional Phrases in Language Models: A Case of with-headed Adjectival and Adverbial Complements in Gemma-2

Stefan Arnold, René Gröbner

机构 * Friedrich-Alexander-Universität Erlangen-Nürnberg（埃朗根-纽伦堡弗里德里希-亚历山大大学） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

From Outliers to Topics in Language Models: Anticipating Trends in News Corpora

Evangelia Zve, Benjamin Icard, Alice Breton, Lila Sainero, Gauvain Bourgne, Jean-Gabriel Ganascia

机构 * LIP6, Sorbonne University, CNRS, France（LIP6，索邦大学，国家科学研究中心，法国） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

Comments presented at ICNLSP 2025; to appear in the ACL Anthology; received the Best Full Paper Award

Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation Models

Patrick Knab, Sascha Marton, Christian Bartelt

机构 * Clausthal University of Technology（Clausthal 技术大学） ； University of Mannheim（曼海姆大学） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.AI

Comments ECAI 2025 - Main Track

Prediction and Causality of functional MRI and synthetic signal using a Zero-Shot Time-Series Foundation Model

Alessandro Crimi, Andrea Brovelli

机构 * AGH University of Krakow, Poland（克拉科夫AGH大学） ； Institut de Neurosciences de la Timone UMR 7289, Aix Marseille Université, CNRS, 13005, Marseille, France（里莫内神经科学研究所） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.LG

Dark Patterns Meet GUI Agents: LLM Agent Susceptibility to Manipulative Interfaces and the Role of Human Oversight

Jingyu Tang, Chaoran Chen, Jiawen Li, Zhiping Zhang, Bingcan Guo, Ibrahim Khalilov, Simret Araya Gebreegziabher, Bingsheng Yao, Dakuo Wang, Yanfang Ye, Tianshi Li, Ziang Xiao, Yaxing Yao, Toby Jia-Jun Li

机构 * University of Notre Dame（诺丁汉大学） ； University of Michigan（密歇根大学） ； Northeastern University（东北大学） ； University of Washington（华盛顿大学） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models

Ce Zhang, Zifu Wan, Zhehan Kan, Martin Q. Ma, Simon Stepputtis, Deva Ramanan, Russ Salakhutdinov, Louis-Philippe Morency, Katia Sycara, Yaqi Xie

机构 * School of Computer Science, Carnegie Mellon University（计算机科学系，卡内基梅隆大学） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

Comments Accepted by ICLR 2025. Project page: https://zhangce01.github.io/DeGF/

Unveiling the Response of Large Vision-Language Models to Visually Absent Tokens

Sohee Kim, Soohyun Ryu, Joonhyung Park, Eunho Yang

机构 * KAIST AI（韩国科学技术院人工智能研究所） ； AITRICS（人工智能与机器人技术研究所在线） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.AI

Comments accepted to EMNLP 2025

A Study of Privacy-preserving Language Modeling Approaches

Pritilata Saha, Abhirup Sinha

机构 * Paderborn University（帕德博恩大学） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

HuBERT-VIC: Improving Noise-Robust Automatic Speech Recognition of Speech Foundation Model via Variance-Invariance-Covariance Regularization

Hyebin Ahn, Kangwook Jang, Hoirin Kim

机构 * School of Electrical Engineering（电气工程学院） 纠错

专题命中 其他LLM ：foundation model(title,abstract)；分类 cs.AI

Comments Accepted at Interspeech 2025

Inductive Bias Extraction and Matching for LLM Prompts

Christian M. Angel, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland, Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.CL

Both Direct and Indirect Evidence Contribute to Dative Alternation Preferences in Language Models

Qing Yao, Kanishka Misra, Leonie Weissweiler, Kyle Mahowald

机构 * Department of Linguistics, The University of Texas at Austin（德克萨斯大学奥斯汀分校语言学系） ； Department of Linguistics and Philology, Uppsala University（乌普萨拉大学语言学与哲学系） 纠错

专题命中 其他LLM ：language model(title,abstract)；分类 cs.CL

Evaluating the Impact of LLM-guided Reflection on Learning Outcomes with Interactive AI-Generated Educational Podcasts

Vishnu Menon, Andy Cherney, Elizabeth B. Cloude, Li Zhang, Tiffany D. Do

机构 * Drexel University（德雷塞尔大学） ； Michigan State University（密歇根州立大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI

Comments Accepted to NCME Special Interest Group on AI in Measurement: AIME-CON 2025 conference

Galaxy: A Cognition-Centered Framework for Proactive, Privacy-Preserving, and Self-Evolving LLM Agents

Chongyu Bao, Ruimin Dai, Yangbo Shen, Runyang Jian, Jinghan Zhang, Xiaolan Liu, Kunpeng Liu

专题命中 其他LLM ：LLM(title,abstract)；分类 cs.AI