语言大模型 / LLM

Distilling Reasoning Ability from Large Language Models with Adaptive Thinking

Xiaoshu Chen, Sihang Zhou, Ke Liang, Xinwang Liu

机构 * College of Computer Science and Technology, National University of Defense Technology（计算机科学与技术学院，国防科技大学） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；small language model(abstract)

Comments This work has been accepted by IEEE for publication. Early access in IEEE Transactions on Neural Networks and Learning Systems

Understanding Large Language Model Behaviors through Interactive Counterfactual Generation and Analysis

Furui Cheng, Vilém Zouhar, Robin Shing Moon Chan, Daniel Fürst, Hendrik Strobelt, Mennatallah El-Assady

机构 * ETH Zürich（苏黎世联邦理工学院） ； University of Konstanz（康斯坦茨大学） ； IBM Research（IBM研究院） 纠错

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

Large Language Models Reasoning Abilities Under Non-Ideal Conditions After RL-Fine-Tuning

Chang Tian, Matthew B. Blaschko, Mingzhe Xing, Xiuxing Li, Yinliang Yue, Marie-Francine Moens

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.AI

Comments large language models, large vision-language model, reasoning, non-ideal conditions, reinforcement learning

JPS: Jailbreak Multimodal Large Language Models with Collaborative Visual Perturbation and Textual Steering

Renmiao Chen, Shiyao Cui, Xuancheng Huang, Chengwei Pan, Victor Shea-Jay Huang, QingLin Zhang, Xuan Ouyang, Zhexin Zhang, Hongning Wang, Minlie Huang

机构 * CoAI group, DCST, Tsinghua University（清华大学DCST学院） ； Beihang University（北航大学） 纠错

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

Comments 10 pages, 3 tables, 2 figures, to appear in the Proceedings of the 33rd ACM International Conference on Multimedia (MM '25)

Can Large Language Models Integrate Spatial Data? Empirical Insights into Reasoning Strengths and Computational Weaknesses

Bin Han, Robert Wolfe, Anat Caspi, Bill Howe

机构 * University of Washington（华盛顿大学） 纠错

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

Incident Response Planning Using a Lightweight Large Language Model with Reduced Hallucination

Kim Hammar, Tansu Alpcan, Emil C. Lupu

机构 * Department of Electrical and Electronic Engineering, University of Melbourne, Australia（墨尔本大学电子与电气工程系） ； Department of Computing, Imperial College London, United Kingdom（伦敦帝国理工学院计算机系） 纠错

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

BloomWise: Enhancing Problem-Solving capabilities of Large Language Models using Bloom's-Taxonomy-Inspired Prompts

Maria-Eleni Zoumpoulidi, Georgios Paraskevopoulos, Alexandros Potamianos

机构 * Speech and Language Processing Group, National Technical University of Athens（国家技术大学雅典语音与语言处理组） ； Institute for Language and Speech Processing, Athena Research Center（雅典研究中心语言与语音处理研究所） ； National Technical University of Athens（国家技术大学雅典） 纠错

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

Comments 16 pages, 2 figures

Are Large Language Models Dynamic Treatment Planners? An In Silico Study from a Prior Knowledge Injection Angle

Zhiyao Luo, Tingting Zhu

机构 * Department of Engineering Science University of Oxford（工程科学系牛津大学） 纠错

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

Comments 20 pages

PhysPatch: A Physically Realizable and Transferable Adversarial Patch Attack for Multimodal Large Language Models-based Autonomous Driving Systems

Qi Guo, Xiaojun Jia, Shanmin Pang, Simeng Qin, Lin Wang, Ju Jia, Yang Liu, Qing Guo

专题命中 推理与问题求解 ：large language model(title,abstract)；language model(title,abstract)

A Novel Architecture for Symbolic Reasoning with Decision Trees and LLM Agents

Andrew Kiruluta

机构 * Andrew Kiruluta（独立研究者） 纠错

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

DOTS: Learning to Reason Dynamically in LLMs via Optimal Reasoning Trajectories Search

Murong Yue, Wenlin Yao, Haitao Mi, Dian Yu, Ziyu Yao, Dong Yu

机构 * George Mason University（乔治·马歇尔大学） ； Tencent AI Lab（腾讯AI实验室） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Comments Accepted to ICLR 2025

Can Language Models Critique Themselves? Investigating Self-Feedback for Retrieval Augmented Generation at BioASQ 2025

Samy Ateia, Udo Kruschwitz

机构 * Information Science, University of Regensburg, Universitätsstraße 31, 93053, Regensburg, Germany（信息科学，莱茵河畔雷根斯堡大学） 纠错

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

Comments Version as accepted at the BioASQ Lab at CLEF 2025

"Mango Mango, How to Let The Lettuce Dry Without A Spinner?": Exploring User Perceptions of Using An LLM-Based Conversational Assistant Toward Cooking Partner

Szeyi Chan, Jiachen Li, Bingsheng Yao, Amama Mahmood, Chien-Ming Huang, Holly Jimison, Elizabeth D Mynatt, Dakuo Wang

专题命中 推理与问题求解 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments To appear at CSCW 2025

Rationale-guided Prompting for Knowledge-based Visual Question Answering

Zhongjian Hu, Peng Yang, Bing Li, Fengyuan Liu

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

Comments We would like to withdraw this submission due to ongoing internal review and coordination among the author team. Upon the supervisor's recommendation, we have decided to delay public dissemination until the manuscript undergoes further refinement and aligns with our intended academic trajectory

R2Vul: Learning to Reason about Software Vulnerabilities with Reinforcement Learning and Structured Reasoning Distillation

Martin Weyssow, Chengran Yang, Junkai Chen, Ratnadira Widyasari, Ting Zhang, Huihui Huang, Huu Hung Nguyen, Yan Naing Tun, Tan Bui, Yikun Li, Ang Han Wei, Frank Liauw, Eng Lieh Ouh, Lwin Khin Shar, David Lo

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；instruction tuning(abstract)

Interactive Data Harmonization with LLM Agents: Opportunities and Challenges

Aécio Santos, Eduardo H. M. Pena, Roque Lopez, Juliana Freire

机构 * New York University（纽约大学） ； Federal University of Technology - Paraná（帕拉州技术大学） 纠错

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

Journal ref In Novel Optimizations for Visionary AI Systems (NOVAS '25), June 22-27, 2025. Berlin, Germany

Polymath: A Self-Optimizing Agent with Dynamic Hierarchical Workflow

Chia-Tung Ho, Jing Gong, Xufeng Yao, Yunsheng Bai, Abhishek B Akkur, Haoxing Ren

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

Comments 18 pages, 12 figures, under review for AAAI2026

NomicLaw: Emergent Trust and Strategic Argumentation in LLMs During Collaborative Law-Making

Asutosh Hota, Jussi P. P. Jokinen

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

DART: Dual Adaptive Refinement Transfer for Open-Vocabulary Multi-Label Recognition

Haijing Liu, Tao Pu, Hefeng Wu, Keze Wang, Liang Lin

机构 * Sun Yat-sen University（中山大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Accepted by ACM MM 2025

STEPWISE-CODEX-Bench: Evaluating Complex Multi-Function Comprehension and Fine-Grained Execution Reasoning

Kaiwen Yan, Yuhang Chang, Zirui Guo, Yaling Mou, Jiang Ming, Jingwei Sun

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)

Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation

Haonan Shangguan, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Ge Yu

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

ReasoningTrack: Chain-of-Thought Reasoning for Long-term Vision-Language Tracking

Xiao Wang, Liye Jin, Xufeng Lou, Shiao Wang, Lan Chen, Bo Jiang, Zhipeng Zhang

机构 * School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院） ； School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； School of Electronic and Information Engineering, Anhui University（安徽大学电子与信息工程学院） 纠错

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

Beyond Automation: Socratic AI, Epistemic Agency, and the Implications of the Emergence of Orchestrated Multi-Agent Learning Architectures

Peer-Benedikt Degen, Igor Asanov

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

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning

Jianghangfan Zhang, Yibo Yan, Kening Zheng, Xin Zou, Song Dai, Xuming Hu

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

Generative AI for Object-Oriented Programming: Writing the Right Code and Reasoning the Right Logic

Gang Xu, Airong Wang, Yushan Pan

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback

Yang Chen, Yufan Shen, Wenxuan Huang, Sheng Zhou, Qunshu Lin, Xinyu Cai, Zhi Yu, Jiajun Bu, Botian Shi, Yu Qiao

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

RoboTron-Drive: All-in-One Large Multimodal Model for Autonomous Driving

Zhijian Huang, Chengjian Feng, Feng Yan, Baihui Xiao, Zequn Jie, Yujie Zhong, Xiaodan Liang, Lin Ma

机构 * Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Meituan（美团） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)

Comments ICCV 2025

GeoFlow: Agentic Workflow Automation for Geospatial Tasks

Amulya Bhattaram, Justin Chung, Stanley Chung, Ranit Gupta, Janani Ramamoorthy, Kartikeya Gullapalli, Diana Marculescu, Dimitrios Stamoulis

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） 纠错

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

Comments Accepted to ACM SIGSPATIAL 2025

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning

Xinrun Xu, Pi Bu, Ye Wang, Börje F. Karlsson, Ziming Wang, Tengtao Song, Qi Zhu, Jun Song, Zhiming Ding, Bo Zheng

机构 * 1 Taobao \& Tmall Group of Alibaba, 2 Institute of Software, Chinese Academy of Science, 3 University of Chinese Academy of Sciences, 4 Renmin University of China, 5 Informatics Department, PUC-Rio 纠错

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

Comments 48 pages

StructVRM: Aligning Multimodal Reasoning with Structured and Verifiable Reward Models

Xiangxiang Zhang, Jingxuan Wei, Donghong Zhong, Qi Chen, Caijun Jia, Cheng Tan, Jinming Gu, Xiaobo Qin, Zhiping Liu, Liang Hu, Tong Sun, Yuchen Wu, Zewei Sun, Chenwei Lou, Hua Zheng, Tianyang Zhan, Changbao Wang, Shuangzhi Wu, Zefa Lin, Chang Guo, Sihang Yuan, Riwei Chen, Shixiong Zhao, Yingping Zhang, Gaowei Wu, Bihui Yu, Jiahui Wu, Zhehui Zhao, Qianqian Liu, Ruofeng Tang, Xingyue Huang, Bing Zhao, Mengyang Zhang, Youqiang Zhou

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