语言大模型 / LLM

AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks

Fali Wang, Hui Liu, Zhenwei Dai, Jingying Zeng, Zhiwei Zhang, Zongyu Wu, Chen Luo, Zhen Li, Xianfeng Tang, Qi He, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Amazon（亚马逊） 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

Comments Accepted by NeurIPS 2025

M3-SLU: Evaluating Speaker-Attributed Reasoning in Multimodal Large Language Models

Yejin Kwon, Taewoo Kang, Hyunsoo Yoon, Changouk Kim

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 Submitted to LREC 2026. 11 pages, 5 figures

Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search

Haoran Sun, Yankai Jiang, Wenjie Lou, Yujie Zhang, Wenjie Li, Lilong Wang, Mianxin Liu, Lei Liu, Xiaosong Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Fudan University（复旦大学） ； Shanghai Jiao Tong University（上海交通大学） 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.CL、cs.AI

Reasoning Like Experts: Leveraging Multimodal Large Language Models for Drawing-based Psychoanalysis

Xueqi Ma, Yanbei Jiang, Sarah Erfani, James Bailey, Weifeng Liu, Krista A. Ehinger, Jey Han Lau

机构 * The University of Melbourne（墨尔本大学） ； China University of Petroleum (East China)（中国石油大学（华东）） 纠错

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

Comments Accepted by ACM Multimedia 2025

The Emergence of Strategic Reasoning of Large Language Models

Gavin Kader, Dongwoo Lee

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

LLM Bazaar: A Service Design for Supporting Collaborative Learning with an LLM-Powered Multi-Party Collaboration Infrastructure

Zhen Wu, Jiaxin Shi, R. Charles Murray, Carolyn Rosé, Micah San Andres

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

Comments https://repository.isls.org//handle/1/11832

Journal ref Proceedings of the 18th International Conference on Computer-Supported Collaborative Learning - CSCL 2025 (pp. 108-115). International Society of the Learning Sciences

Understanding Reasoning in Thinking Language Models via Steering Vectors

Constantin Venhoff, Iván Arcuschin, Philip Torr, Arthur Conmy, Neel Nanda

机构 * University of Oxford（牛津大学） ； University of Buenos Aires（布宜诺斯艾利斯大学） 纠错

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

Comments Accepted to the Workshop on Reasoning and Planning for Large Language Models at ICLR 2025

SmartSwitch: Advancing LLM Reasoning by Overcoming Underthinking via Promoting Deeper Thought Exploration

Xichen Zhang, Sitong Wu, Haoru Tan, Shaozuo Yu, Yinghao Zhu, Ziyi He, Jiaya Jia

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； The Chinese University of Hong Kong（香港中文大学） ； The University of Hong Kong（香港大学） 纠错

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

Comments Code: https://github.com/dvlab-research/SmartSwitch

Adaptive Coopetition: Leveraging Coarse Verifier Signals for Resilient Multi-Agent LLM Reasoning

Rui Jerry Huang, Wendy Liu, Anastasia Miin, Lei Ding

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

Comments 13 pages, 8 figures. Accepted for presentation at the 5th Workshop on Mathematical Reasoning and AI at NeurIPS 2025

SolverLLM: Leveraging Test-Time Scaling for Optimization Problem via LLM-Guided Search

Dong Li, Xujiang Zhao, Linlin Yu, Yanchi Liu, Wei Cheng, Zhengzhang Chen, Zhong Chen, Feng Chen, Chen Zhao, Haifeng Chen

机构 * Baylor University（贝勒大学） ； NEC Labs America（NEC美国实验室） ； Augusta University（奥古斯塔大学） ； Southern Illinois University（南方伊利诺伊大学） ； University of Texas at Dallas（德克萨斯大学达拉斯分校） 纠错

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

Comments NeurIPS 2025

Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations

Giorgos Filandrianos, Angeliki Dimitriou, Maria Lymperaiou, Konstantinos Thomas, Giorgos Stamou

机构 * National Technical University of Athens（国家技术大学雅典） ； Instituto de Telecomunicações（电信研究所） 纠错

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

Comments Accepted at EMNLP 2025

Test-time Prompt Intervention

Chenxu Yang, Qingyi Si, Mz Dai, Dingyu Yao, Mingyu Zheng, Minghui Chen, Zheng Lin, Weiping Wang

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

Comments 24 pages, 20 figures, under review

The MUSE Benchmark: Probing Music Perception and Auditory Relational Reasoning in Audio LLMS

Brandon James Carone, Iran R. Roman, Pablo Ripollés

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

Comments 5 pages, 2 figures, 2 tables

Robust Driving QA through Metadata-Grounded Context and Task-Specific Prompts

Seungjun Yu, Junsung Park, Youngsun Lim, Hyunjung Shim

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

Learning from Videos for 3D World: Enhancing MLLMs with 3D Vision Geometry Priors

Duo Zheng, Shijia Huang, Yanyang Li, Liwei Wang

机构 * The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments Accepted by NeurIPS 2025

CausalRAG: Integrating Causal Graphs into Retrieval-Augmented Generation

Nengbo Wang, Xiaotian Han, Jagdip Singh, Jing Ma, Vipin Chaudhary

机构 * Department of Computer and Data Sciences, Case Western Reserve University（计算机与数据科学系，凯斯西储大学） ； Department of Design and Innovation, Case Western Reserve University（设计与创新系，凯斯西储大学） 纠错

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

Comments Accepted at Findings of ACL 2025

Chem-R: Learning to Reason as a Chemist

Weida Wang, Benteng Chen, Di Zhang, Wanhao Liu, Shuchen Pu, Ben Gao, Jin Zeng, Xiaoyong Wei, Tianshu Yu, Shuzhou Sun, Tianfan Fu, Wanli Ouyang, Lei Bai, Jiatong Li, Zifu Wang, Yuqiang Li, Shufei Zhang

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

Comments 9 pages, 5 figures, 14 tables

Video-R1: Reinforcing Video Reasoning in MLLMs

Kaituo Feng, Kaixiong Gong, Bohao Li, Zonghao Guo, Yibing Wang, Tianshuo Peng, Junfei Wu, Xiaoying Zhang, Benyou Wang, Xiangyu Yue

机构 * CUHK MMLab（香港中文大学多模态实验室） ； CUHK (SZ)（香港中文大学（深圳）） ； Tsinghua University（清华大学） ； UCAS（中国科学院大学） ； CUHK HCCL（香港中文大学高性能计算实验室） 纠错

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

Comments NeurIPS 2025, Project page: https://github.com/tulerfeng/Video-R1

Reasoning Models Better Express Their Confidence

Dongkeun Yoon, Seungone Kim, Sohee Yang, Sunkyoung Kim, Soyeon Kim, Yongil Kim, Eunbi Choi, Yireun Kim, Minjoon Seo

机构 * KAIST（韩国科学技术院） ； LG AI Research（LG人工智能研究） ； CMU（卡内基梅隆大学） ； UCL（伦敦大学学院） 纠错

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

Comments Accepted to NeurIPS 2025

SheetBrain: A Neuro-Symbolic Agent for Accurate Reasoning over Complex and Large Spreadsheets

Ziwei Wang, Jiayuan Su, Mengyu Zhou, Huaxing Zeng, Mengni Jia, Xiao Lv, Haoyu Dong, Xiaojun Ma, Shi Han, Dongmei Zhang

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

Test-time Verification via Optimal Transport: Coverage, ROC, & Sub-optimality

Arpan Mukherjee, Marcello Bullo, Debabrota Basu, Deniz Gündüz

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

Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems

Xingchen Zou, Yuhao Yang, Zheng Chen, Xixuan Hao, Yiqi Chen, Chao Huang, Yuxuan Liang

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； PCITECH ； The University of Hong Kong（香港大学） 纠错

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

PixelWorld: How Far Are We from Perceiving Everything as Pixels?

Zhiheng Lyu, Xueguang Ma, Wenhu Chen

机构 * University of Waterloo（滑铁卢大学） ； Vector Institute, Toronto（多伦多向量研究所） 纠错

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

TrioXpert: An Automated Incident Management Framework for Microservice System

Yongqian Sun, Yu Luo, Xidao Wen, Yuan Yuan, Xiaohui Nie, Shenglin Zhang, Tong Liu, Xi Luo

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

Strategizing with AI: Insights from a Beauty Contest Experiment

Iuliia Alekseenko, Dmitry Dagaev, Sofia Paklina, Petr Parshakov

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

The Promise and Peril of Generative AI: Evidence from GPT as Sell-Side Analysts

Edward Li, Min Shen, Zhiyuan Tu, Dexin Zhou

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

Semantic World Models

Jacob Berg, Chuning Zhu, Yanda Bao, Ishan Durugkar, Abhishek Gupta

机构 * University of Washington（华盛顿大学） ； Sony AI（索尼人工智能） 纠错

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

olmOCR 2: Unit Test Rewards for Document OCR

Jake Poznanski, Luca Soldaini, Kyle Lo

机构 * Allen Institute for AI（艾伦人工智能研究所） 纠错

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

Comments https://olmocr.allen.ai/

[De|Re]constructing VLMs' Reasoning in Counting

Simone Alghisi, Gabriel Roccabruna, Massimo Rizzoli, Seyed Mahed Mousavi, Giuseppe Riccardi

机构 * University of Trento（特伦托大学） ； Amazon（亚马逊公司） ； SISLab（SIS实验室） ； Department of Information Engineering and Computer Science（信息工程与计算机科学系） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Think Straight, Stop Smart: Structured Reasoning for Efficient Multi-Hop RAG

Jihwan Bang, Juntae Lee, Seunghan Yang, Sungha Choi

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

Comments Accepted at NeurIPS 2025 Workshop