语言大模型 / LLM

Guiding Audio Editing with Audio Language Model

Zitong Lan, Yiduo Hao, Mingmin Zhao

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

VLM See, Robot Do: Human Demo Video to Robot Action Plan via Vision Language Model

Beichen Wang, Juexiao Zhang, Shuwen Dong, Irving Fang, Chen Feng

机构 * New York University（纽约大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Structured Preference Optimization for Vision-Language Long-Horizon Task Planning

Xiwen Liang, Min Lin, Weiqi Ruan, Rongtao Xu, Yuecheng Liu, Jiaqi Chen, Bingqian Lin, Yuzheng Zhuang, Xiaodan Liang

专题命中 推理与问题求解 ：preference optimization(title,abstract)；分类 cs.CL、cs.AI

Comments 18 pages

Can Vision-Language Models Solve Visual Math Equations?

Monjoy Narayan Choudhury, Junling Wang, Yifan Hou, Mrinmaya Sachan

机构 * IIIT Bangalore（班加罗尔印度理工学院） ； ETH Zürich（苏黎世联邦理工学院） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Monjoy Narayan Choudhury and Junling Wang contributed equally to this work. Accepted at EMNLP2025 main. Code and datasets are open-sourced with links in the paper

Journal ref Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing

Interpretable Physics Reasoning and Performance Taxonomy in Vision-Language Models

Pranav Pawar, Kavish Shah, Akshat Bhalani, Komal Kasat, Dev Mittal, Hadi Gala, Deepali Patil, Nikita Raichada, Monali Deshmukh

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Reasoning Language Model for Personalized Lung Cancer Screening

Chuang Niu, Ge Wang

机构 * Department of Biomedical Engineering, School of Engineering, Center for Computational Innovations, Center for Biotechnology & Interdisciplinary Studies（生物医学工程系、工程学院、计算创新中心、生物技术与跨学科研究所以及中心） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions

Dhruvesh Patel, Aishwarya Sahoo, Avinash Amballa, Tahira Naseem, Tim G. J. Rudner, Andrew McCallum

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.LG

Comments Additional related work. Code available at: https://dhruveshp.com/projects/ilm

TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models

Ziyao Shangguan, Chuhan Li, Yuxuan Ding, Yanan Zheng, Yilun Zhao, Tesca Fitzgerald, Arman Cohan

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.CL、cs.AI

Natural Language Satisfiability: Exploring the Problem Distribution and Evaluating Transformer-based Language Models

Tharindu Madusanka, Ian Pratt-Hartmann, Riza Batista-Navarro

机构 * Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； Instytut Informatyki, Uniwersytet Opolski（奥波尔大学计算机科学学院） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments The paper was accepted to the 62nd Association for Computational Linguistics (ACL 2024), where it won the Best Paper Award

Journal ref In Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 15278 to 15294. 2024

A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning

Licheng Liu, Zihan Wang, Linjie Li, Chenwei Xu, Yiping Lu, Han Liu, Avirup Sil, Manling Li

专题命中 推理与问题求解 ：LLM(title)；language model(abstract)；分类 cs.AI、cs.LG

Datarus-R1: An Adaptive Multi-Step Reasoning LLM for Automated Data Analysis

Ayoub Ben Chaliah, Hela Dellagi

专题命中 推理与问题求解 ：LLM(title)；language model(abstract)；分类 cs.CL、cs.AI

Learning Adaptive Parallel Reasoning with Language Models

Jiayi Pan, Xiuyu Li, Long Lian, Charlie Snell, Yifei Zhou, Adam Yala, Trevor Darrell, Kurt Keutzer, Alane Suhr

机构 * UC Berkeley（加州大学伯克利分校） ； UCSF（旧金山大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted at COLM 2025. Code, model, and data are available at https://github.com/Parallel-Reasoning/APR. The first three authors contributed equally to this work

Retrieval-augmented reasoning with lean language models

Ryan Sze-Yin Chan, Federico Nanni, Tomas Lazauskas, Rosie Wood, Penelope Yong, Lionel Tarassenko, Mark Girolami, James Geddes, Andrew Duncan

机构 * The Alan Turing Institute（艾伦·图灵研究所） ； University of Oxford（牛津大学） ； University of Cambridge（剑桥大学） ； Imperial College London（伦敦帝国学院） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting

Atin Pothiraj, Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments ICCV 2025

Self-Steering Language Models

Gabriel Grand, Joshua B. Tenenbaum, Vikash K. Mansinghka, Alexander K. Lew, Jacob Andreas

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted to COLM 2025

Enhancing Vision-Language Model Training with Reinforcement Learning in Synthetic Worlds for Real-World Success

George Bredis, Stanislav Dereka, Viacheslav Sinii, Ruslan Rakhimov, Daniil Gavrilov

机构 * George Bredis（无） ； Stanislav Dereka（无） ； Viacheslav Sinii（无） ； Ruslan Rakhimov（无） ； Daniil Gavrilov（无） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

GanitBench: A bi-lingual benchmark for evaluating mathematical reasoning in Vision Language Models

Ashutosh Bandooni, Brindha Subburaj

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments 6 pages, 3 figures. Accepted, Presented and Published as part of Proceedings of the 6th International Conference on Recent Advantages in Information Technology (RAIT) 2025

Journal ref 2025 6th International Conference on Recent Advances in Information Technology (RAIT), Dhanbad, India, 2025, pp. 1-6

NeuroSync: Intent-Aware Code-Based Problem Solving via Direct LLM Understanding Modification

Wenshuo Zhang, Leixian Shen, Shuchang Xu, Jindu Wang, Jian Zhao, Huamin Qu, Linping Yuan

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； University of Waterloo（滑铁卢大学） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments Accepted in UIST 2025

Predictive Auditing of Hidden Tokens in LLM APIs via Reasoning Length Estimation

Ziyao Wang, Guoheng Sun, Yexiao He, Zheyu Shen, Bowei Tian, Ang Li

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.AI、cs.LG

Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models

Arushi Goel, Sreyan Ghosh, Jaehyeon Kim, Sonal Kumar, Zhifeng Kong, Sang-gil Lee, Chao-Han Huck Yang, Ramani Duraiswami, Dinesh Manocha, Rafael Valle, Bryan Catanzaro

机构 * NVIDIA, USA（NVIDIA公司） ； University of Maryland, College Park, USA（马里兰大学） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI

Comments Code, Datasets, and Models: https://research.nvidia.com/labs/adlr/AF3/ ; Updates in v2: Updated results for new thinking mode ckpts, added qualitative figure, added note on fully open claim, add email ID for corresponding authors

Subliminal Learning: Language models transmit behavioral traits via hidden signals in data

Alex Cloud, Minh Le, James Chua, Jan Betley, Anna Sztyber-Betley, Jacob Hilton, Samuel Marks, Owain Evans

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.AI、cs.LG

Teaching LLM to Reason: Reinforcement Learning from Algorithmic Problems without Code

Keqin Bao, Nuo Chen, Xiaoyuan Li, Binyuan Hui, Bowen Yu, Fuli Feng, Xiangnan He, Dayiheng Liu

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.LG

Pedestrian Intention Prediction via Vision-Language Foundation Models

Mohsen Azarmi, Mahdi Rezaei, He Wang

机构 * Institute for Transport Studies, Faculty of Environment, Computer Vision and Machine Learning Group, University of Leeds（运输研究学院、环境学院、计算机视觉与机器学习小组、莱斯特大学） ； AI Centre, Department of Computer Science, University College London（人工智能中心、计算机科学系、伦敦大学学院） 纠错

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

More Vulnerable than You Think: On the Stability of Tool-Integrated LLM Agents

Weimin Xiong, Ke Wang, Yifan Song, Hanchao Liu, Sai Zhou, Wei Peng, Sujian Li

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.LG

Beyond Reactive Safety: Risk-Aware LLM Alignment via Long-Horizon Simulation

Chenkai Sun, Denghui Zhang, ChengXiang Zhai, Heng Ji

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 推理与问题求解 ：LLM(title)；language model(abstract)；分类 cs.CL、cs.AI

"I know myself better, but not really greatly": How Well Can LLMs Detect and Explain LLM-Generated Texts?

Jiazhou Ji, Jie Guo, Weidong Qiu, Zheng Huang, Yang Xu, Xinru Lu, Xiaoyu Jiang, Ruizhe Li, Shujun Li

机构 * School of Cyber Science and Engineering, Shanghai Jiao Tong University, China（上海交通大学信息科学与工程学院） ； Department of Computing Science, University of Aberdeen, UK（阿伯丁大学计算机科学系） ； Institute of Cyber Security for Society (iCSS) & School of Computing, University of Kent, UK（社会网络安全研究所（iCSS）及肯特大学计算机学院） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments Under review

Toward a Graph Foundation Model: Pre-Training Transformers With Random Walks

Ziyuan Tang, Jie Chen

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.AI、cs.LG

Stress-Testing Multimodal Foundation Models for Crystallographic Reasoning

Can Polat, Hasan Kurban, Erchin Serpedin, Mustafa Kurban

机构 * Dept. of Electrical and Computer Engineering, Texas A&M University（电气与计算机工程系，德克萨斯A&M大学） ； College of Science and Engineering, Hamad Bin Khalifa University（科学与工程学院，哈马德·本·卡西姆大学） ； Dept. of Electrical and Computer Engineering, Texas A&M University at Qatar（电气与计算机工程系，德克萨斯A&M大学（卡塔尔）） ； Dept. of Prosthetics and Orthotics, Ankara University（假肢与矫形系，安卡拉大学） 纠错

专题命中 推理与问题求解 ：foundation model(title,abstract)；分类 cs.CL、cs.LG

TreeRL: LLM Reinforcement Learning with On-Policy Tree Search

Zhenyu Hou, Ziniu Hu, Yujiang Li, Rui Lu, Jie Tang, Yuxiao Dong

机构 * Tsinghua University（清华大学） ； California Institute of Technology（加州理工学院） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.LG

Comments Accepted to ACL 2025 main conference

CHANCERY: Evaluating Corporate Governance Reasoning Capabilities in Language Models

Lucas Irwin, Arda Kaz, Peiyao Sheng, Sewoong Oh, Pramod Viswanath

机构 * Sentient Labs（Sentient实验室） 纠错

专题命中 推理与问题求解 ：language model(title,abstract)；分类 cs.CL、cs.AI