语言大模型 / LLM

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

Pengteng Li, Pinhao Song, Wuyang Li, Weiyu Guo, Huizai Yao, Yijie Xu, Dugang Liu, Hui Xiong

机构 * HKUST(GZ)（香港科技大学（广州）） ； KU Leuven（比利时鲁文大学） ； EPFL（苏黎世联邦理工学院） ； SZU（深圳大学） 纠错

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

Comments Accepted by NeurIPS 2025

Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs

Junhong Lin, Song Wang, Xiaojie Guo, Julian Shun, Yada Zhu

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； University of Virginia（弗吉尼亚大学） ； 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)；prompting(abstract)

MicroRCA-Agent: Microservice Root Cause Analysis Method Based on Large Language Model Agents

Pan Tang, Shixiang Tang, Huanqi Pu, Zhiqing Miao, Zhixing Wang

机构 * School of Communication and Information Engineering, Shanghai University, Shanghai, China（上海大学通信与信息工程学院） ； School of Communication and Electronic Engineering, East China Normal University, Shanghai, China（华东师范大学通信与电子工程学院） ； School of Information and Electronics, Beijing Institute of Technology, Beijing, China（北京理工大学信息与电子学院） 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.AI

Comments 18 pages, 22 figures

HydraRAG: Structured Cross-Source Enhanced Large Language Model Reasoning

Xingyu Tan, Xiaoyang Wang, Qing Liu, Xiwei Xu, Xin Yuan, Liming Zhu, Wenjie Zhang

机构 * University of New South Wales（新南威尔士大学） ； Data61, CSIRO（Data61，CSIRO） 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

Comments Accepted by EMNLP2025 (Main Conference)

Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework

Shiyu Fang, Jiaqi Liu, Mingyu Ding, Yiming Cui, Chen Lv, Peng Hang, Jian Sun

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

EmoQ: Speech Emotion Recognition via Speech-Aware Q-Former and Large Language Model

Yiqing Yang, Man-Wai Mak

机构 * Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University（电子与电气工程系，香港理工大学） 纠错

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

Comments 5 pages, 2 figures

World Modelling Improves Language Model Agents

Shangmin Guo, Omar Darwiche Domingues, Raphaël Avalos, Aaron Courville, Florian Strub

机构 * University of Edinburgh（爱丁堡大学） ； Cohere ； Vrije Universiteit Brussel（布鲁塞尔自由大学） ； Université de Montréal（蒙特利尔大学） 纠错

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

REFER: Mitigating Bias in Opinion Summarisation via Frequency Framed Prompting

Nannan Huang, Haytham M. Fayek, Xiuzhen Zhang

机构 * RMIT University（皇家墨尔本理工大学） 纠错

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

Comments Accepted to the 5th New Frontiers in Summarization Workshop (NewSumm@EMNLP 2025)

SEMMA: A Semantic Aware Knowledge Graph Foundation Model

Arvindh Arun, Sumit Kumar, Mojtaba Nayyeri, Bo Xiong, Ponnurangam Kumaraguru, Antonio Vergari, Steffen Staab

机构 * Institute for AI, University of Stuttgart（斯图加特大学人工智能研究所） ； IIIT Hyderabad（海得拉巴国家理工学院） ； Stanford University（斯坦福大学） ； University of Edinburgh（爱丁堡大学） ； University of Southampton（南安普顿大学） 纠错

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

Comments EMNLP 2025

LLM Agents at the Roundtable: A Multi-Perspective and Dialectical Reasoning Framework for Essay Scoring

Jinhee Jang, Ayoung Moon, Minkyoung Jung, YoungBin Kim, Seung Jin Lee

机构 * NC AI ； Chung-Ang University 纠错

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

Adaptive Self-improvement LLM Agentic System for ML Library Development

Genghan Zhang, Weixin Liang, Olivia Hsu, Kunle Olukotun

机构 * Department of Computer Science, Stanford University, USA（计算机科学系，斯坦福大学） 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

Watson: A Cognitive Observability Framework for the Reasoning of LLM-Powered Agents

Benjamin Rombaut, Sogol Masoumzadeh, Kirill Vasilevski, Dayi Lin, Ahmed E. Hassan

机构 * Centre for Software Excellence, Huawei Canada（华为加拿大卓越软件中心） ； Queen's University, Kingston, Canada（皇后大学） 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.AI

SightSound-R1: Cross-Modal Reasoning Distillation from Vision to Audio Language Models

Qiaolin Wang, Xilin Jiang, Linyang He, Junkai Wu, Nima Mesgarani

机构 * Columbia University（哥伦比亚大学） ； University of Washington（华盛顿大学） 纠错

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

RaCT: Ranking-aware Chain-of-Thought Optimization for LLMs

Haowei Liu, Xuyang Wu, Guohao Sun, Zhiqiang Tao, Yi Fang

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

FLARE: Faithful Logic-Aided Reasoning and Exploration

Erik Arakelyan, Pasquale Minervini, Pat Verga, Patrick Lewis, Isabelle Augenstein

机构 * University of Copenhagen（哥本哈根大学） ； University of Edinburgh（爱丁堡大学） ； Cohere ； NVIDIA 纠错

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

Comments Published at EMNLP 2025

Language Mixing in Reasoning Language Models: Patterns, Impact, and Internal Causes

Mingyang Wang, Lukas Lange, Heike Adel, Yunpu Ma, Jannik Strötgen, Hinrich Schütze

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

Cache-of-Thought: Master-Apprentice Framework for Cost-Effective Vision Language Model Reasoning

Mingyuan Wu, Jize Jiang, Haozhen Zheng, Meitang Li, Zhaoheng Li, Beitong Tian, Bo Chen, Yongjoo Park, Minjia Zhang, Chengxiang Zhai, Klara Nahrstedt

机构 * University of Illinois Urbana Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of Michigan Ann Arbor（密歇根大学安娜堡分校） 纠错

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

Comments EMNLP 2025 Main Conference. Mingyuan, Jize, and Haozhen contributed equally, while Minjia, Chengxiang, and Klara advised equally

Using Natural Language for Human-Robot Collaboration in the Real World

Peter Lindes, Kaoutar Skiker

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

Comments 34 pages, 11 figures, 5 tables. Submitted for publication (2026) in W.F. Lawless, Ranjeev Mittu, Shannon P. McGrarry, & Marco Brambilla (Eds.), Generative AI Risks and Benefits within Human-Machine Teams, Elsevier, Chapter 6

Search and Refine During Think: Facilitating Knowledge Refinement for Improved Retrieval-Augmented Reasoning

Yaorui Shi, Sihang Li, Chang Wu, Zhiyuan Liu, Junfeng Fang, Hengxing Cai, An Zhang, Xiang Wang

机构 * University of Science and Technology of China（中国科学技术大学） ； National University of Singapore（新加坡国立大学） ； DP Technology（DP技术） 纠错

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

Vision-Language Models as Differentiable Semantic and Spatial Rewards for Text-to-3D Generation

Weimin Bai, Yubo Li, Weijian Luo, Wenzheng Chen, He Sun

机构 * Peking University（北京大学） ； Xiaohongshu Inc（小红书公司） 纠错

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

Can LLMs Judge Debates? Evaluating Non-Linear Reasoning via Argumentation Theory Semantics

Reza Sanayei, Srdjan Vesic, Eduardo Blanco, Mihai Surdeanu

机构 * Department of Computer Science, University of Arizona（亚利桑那大学计算机科学系） ； CRIL CNRS & University of Artois（CNRS CRIL与阿维尼昂大学） 纠错

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

Comments Accepted to EMNLP 2025 Findings

Can AI with High Reasoning Ability Replicate Human-like Decision Making in Economic Experiments?

Ayato Kitadai, Sinndy Dayana Rico Lugo, Yudai Tsurusaki, Yusuke Fukasawa, Nariaki Nishino

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

Comments 10 pages, 5 figures

Fleming-R1: Toward Expert-Level Medical Reasoning via Reinforcement Learning

Chi Liu, Derek Li, Yan Shu, Robin Chen, Derek Duan, Teng Fang, Bryan Dai

机构 * Ubiquant 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.LG

DebFlow: Automating Agent Creation via Agent Debate

Jinwei Su, Yinghui Xia, Yiqun Duan, Jun Du, Jianuo Huang, Tianyu Shi, Lewei He

机构 * School of Artificial Intelligence, South China Normal University（人工智能学院，华南师范大学） ； University of Toronto（多伦多大学） 纠错

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

Causal Reasoning Elicits Controllable 3D Scene Generation

Shen Chen, Ruiyu Zhao, Jiale Zhou, Zongkai Wu, Jenq-Neng Hwang, Lei Li

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

Defining and Monitoring Complex Robot Activities via LLMs and Symbolic Reasoning

Francesco Argenziano, Elena Umili, Francesco Leotta, Daniele Nardi

机构 * Department of Computer, Automation and Management Engineering（计算机、自动化与管理工程系） 纠错

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

Enhancing Sa2VA for Referent Video Object Segmentation: 2nd Solution for 7th LSVOS RVOS Track

Ran Hong, Feng Lu, Leilei Cao, An Yan, Youhai Jiang, Fengjie Zhu

机构 * TEX AI, Transsion Holdings（TEX AI，Transsion Holdings） ； Nanchang University（南昌大学） ； ShanghaiTech University（上海科技大学） 纠错

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

Comments 6 pages, 2 figures

GUI-ReWalk: Massive Data Generation for GUI Agent via Stochastic Exploration and Intent-Aware Reasoning

Musen Lin, Minghao Liu, Taoran Lu, Lichen Yuan, Yiwei Liu, Haonan Xu, Yu Miao, Yuhao Chao, Zhaojian Li

机构 * ByteDance（字节跳动） ； UCAS（北京大学） 纠错

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

Cuckoo Attack: Stealthy and Persistent Attacks Against AI-IDE

Xinpeng Liu, Junming Liu, Peiyu Liu, Han Zheng, Qinying Wang, Mathias Payer, Shouling Ji, Wenhai Wang

专题命中 推理与问题求解 ：LLM(abstract)

Affordance-Based Disambiguation of Surgical Instructions for Collaborative Robot-Assisted Surgery

Ana Davila, Jacinto Colan, Yasuhisa Hasegawa

机构 * Nagoya University, Japan（名古屋大学） 纠错

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

Comments To be presented at the 1st Workshop on Intelligent Cobodied Assistance and Robotic Empowerment (iCARE). 2025 Conference on Robot Learning (CoRL)