语言大模型 / LLM

ARETE: an R package for Automated REtrieval from TExt with large language models

Vasco V. Branco, Jandó Benedek, Lidia Pivovarova, Luís Correia, Pedro Cardoso

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

Plan of Knowledge: Retrieval-Augmented Large Language Models for Temporal Knowledge Graph Question Answering

Xinying Qian, Ying Zhang, Yu Zhao, Baohang Zhou, Xuhui Sui, Xiaojie Yuan

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

Comments Submitted to the IEEE for possible publication

DSpAST: Disentangled Representations for Spatial Audio Reasoning with Large Language Models

Kevin Wilkinghoff, Zheng-Hua Tan

机构 * Department of Electronic Systems, Aalborg University, Denmark（电子系统系，奥尔堡大学，丹麦） ； Pioneer Centre for AI, Denmark（人工智能先锋中心，丹麦） 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.AI

SmoothGuard: Defending Multimodal Large Language Models with Noise Perturbation and Clustering Aggregation

Guangzhi Su, Shuchang Huang, Yutong Ke, Zhuohang Liu, Long Qian, Kaizhu Huang

机构 * Independent Researcher（独立研究者） 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

VRoPE: Rotary Position Embedding for Video Large Language Models

Zikang Liu, Longteng Guo, Yepeng Tang, Tongtian Yue, Junxian Cai, Kai Ma, Qingbin Liu, Xi Chen, Jing Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； School of Computer Science and Technology, Beijing Jiaotong University（北京交通大学计算机科学与技术学院） ； Basic Algorithm Center, Tencent（腾讯基础算法中心） 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.AI

Comments EMNLP 2025 Main Camera Ready

Agentic AI Home Energy Management System: A Large Language Model Framework for Residential Load Scheduling

Reda El Makroum, Sebastian Zwickl-Bernhard, Lukas Kranzl

机构 * Department of Industrial Economics and Technology Management, The Norwegian University of Science and Technology（工业经济学与技术管理系，挪威科学与技术大学） 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.AI

Comments 34 pages, 9 figures. Code available at https://github.com/RedaElMakroum/agentic-ai-hems

Enhancing Vision-Language Models for Autonomous Driving through Task-Specific Prompting and Spatial Reasoning

Aodi Wu, Xubo Luo

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences（中国科学院空间利用技术与工程中心） 纠错

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

Comments RoboSense Challenge with IROS 2025

SI-Bench: Benchmarking Social Intelligence of Large Language Models in Human-to-Human Conversations

Shuai Huang, Wenxuan Zhao, Jun Gao

机构 * Hello Group（Hello集团） 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

Comments 17 pages, 9 figures

LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models

Marcus Tantakoun, Xiaodan Zhu, Christian Muise

机构 * Ingenuity Labs Research Institute, Queen’s University（英杰实验室研究 institute，皇后大学） ； School of Computing, Queen’s University（计算学院，皇后大学） ； Department of Electrical and Computer Engineering, Queen’s University（电气与计算机工程学院，皇后大学） 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.AI

Comments 20 pages, 3 figures, 3 appendices

Using Large Language Models for Abstraction of Planning Domains - Extended Version

Bita Banihashemi, Megh Patel, Yves Lespérance

机构 * York University（约克大学） 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.AI

Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?

Hyeong Kyu Choi, Xiaojin Zhu, Sharon Li

机构 * Department of Computer Sciences, University of Wisconsin-Madison（计算机科学系，威斯康星大学麦迪逊分校） 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

Comments NeurIPS 2025 Spotlight

Identity-Aware Large Language Models require Cultural Reasoning

Alistair Plum, Anne-Marie Lutgen, Christoph Purschke, Achim Rettinger

机构 * University of Luxembourg, Luxembourg（卢森堡大学） ； Trier University, Germany（特里尔大学） 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

VisuRiddles: Fine-grained Perception is a Primary Bottleneck for Multimodal Large Language Models in Abstract Visual Reasoning

Hao Yan, Xingchen Liu, Hao Wang, Zhenbiao Cao, Handong Zheng, Liang Yin, Xinxing Su, Zihao Chen, Jihao Wu, Minghui Liao, Chao Weng, Wei Chen, Yuliang Liu, Xiang Bai

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

Comments 13 pages, 4 figures

From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models

Chenyue Zhou, Mingxuan Wang, Yanbiao Ma, Chenxu Wu, Wanyi Chen, Zhe Qian, Xinyu Liu, Yiwei Zhang, Junhao Wang, Hengbo Xu, Fei Luo, Xiaohua Chen, Xiaoshuai Hao, Hehan Li, Andi Zhang, Wenxuan Wang, Kaiyan Zhang, Guoli Jia, Lingling Li, Zhiwu Lu, Yang Lu, Yike Guo

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学北京校区人工智能学院） ； Xiamen University（厦门大学） ； The Hong Kong University of Science and Technology（香港理工大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

The Landscape of Arabic Large Language Models (ALLMs): A New Era for Arabic Language Technology

Shahad Al-Khalifa, Nadir Durrani, Hend Al-Khalifa, Firoj Alam

机构 * is a Researcher at iWAN Research Group, King Saud University（iWAN研究组，国王沙特大学） ； is a Senior Scientist at Qatar Computing Research Institute（卡塔尔计算研究所） ； is a Professor at King Saud University（国王沙特大学） ； Head of iWAN Research Group（iWAN研究组） 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

Comments Accepted at CACM

Cognition-of-Thought Elicits Social-Aligned Reasoning in Large Language Models

Xuanming Zhang, Yuxuan Chen, Samuel Yeh, Sharon Li

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Tsinghua University（清华大学） 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

Thinking with Nothinking Calibration: A New In-Context Learning Paradigm in Reasoning Large Language Models

Haotian Wu, Bo Xu, Yao Shu, Menglin Yang, Chengwei Qin

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

Entropy Regularizing Activation: Boosting Continuous Control, Large Language Models, and Image Classification with Activation as Entropy Constraints

Zilin Kang, Chonghua Liao, Tingqiang Xu, Huazhe Xu

机构 * Shanghai Qi Zhi Institute（上海启智研究所） ； Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Institute for Interdisciplinary Information Sciences, Tsinghua University（清华大学交叉信息研究院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 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

EvoSpeak: Large Language Models for Interpretable Genetic Programming-Evolved Heuristics

Meng Xu, Jiao Liu, Yew Soon Ong

机构 * Singapore Institute of Manufacturing Technology, Agency for Science, Technology and Research, Singapore（新加坡制造技术研究所，科技研究局，新加坡） ； College of Computing & Data Science, Nanyang Technological University, Singapore（南洋理工大学计算机与数据科学学院，新加坡） ； College of Computing and Data Science, Nanyang Technological University, and the Centre for Frontier AI Research, Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore（南洋理工大学计算机与数据科学学院，前沿人工智能研究中心，高性能计算研究所，科技研究局，新加坡） 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

LayerCake: Token-Aware Contrastive Decoding within Large Language Model Layers

Jingze Zhu, Yongliang Wu, Wenbo Zhu, Jiawang Cao, Yanqiang Zheng, Jiawei Chen, Xu Yang, Bernt Schiele, Jonas Fischer, Xinting Hu

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

Comments The submission was made before undergoing the required review by the co-authors' affiliated institutions. We are withdrawing the paper to allow for the completion of the institutional review process

Unlocking Vision-Language Models for Video Anomaly Detection via Fine-Grained Prompting

Shu Zou, Xinyu Tian, Lukas Wesemann, Fabian Waschkowski, Zhaoyuan Yang, Jing Zhang

机构 * Australian National University（澳大利亚国立大学） ； Maincode ； GE Research（通用电气研究） 纠错

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

Comments 14 pages, video anomaly detection

Rethinking and Benchmarking Large Language Models for Graph Reasoning

Yuwei Hu, Xinyi Huang, Zhewei Wei, Yongchao Liu, Chuntao Hong

机构 * Renmin University of China（中国人民大学） ； Ant Group（蚂蚁集团） 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.AI

Reasoning-Aware Prompt Orchestration: A Foundation Model for Multi-Agent Language Model Coordination

Hassen Dhrif

机构 * Amazon（亚马逊） 纠错

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

Multimodal Large Language Models for Bioimage Analysis

Shanghang Zhang, Gaole Dai, Tiejun Huang, Jianxu Chen

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

SafeBehavior: Simulating Human-Like Multistage Reasoning to Mitigate Jailbreak Attacks in Large Language Models

Qinjian Zhao, Jiaqi Wang, Zhiqiang Gao, Zhihao Dou, Belal Abuhaija, Kaizhu Huang

机构 * Wenzhou-Kean University（温州市凯恩大学） ； University of Bremen（不莱梅大学） ； Case Western Reserve University（凯斯西储大学） ； Duke Kunshan University（杜克昆山大学） 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.AI

Comments 27 pages, 5 figure

OWL: Geometry-Aware Spatial Reasoning for Audio Large Language Models

Subrata Biswas, Mohammad Nur Hossain Khan, Bashima Islam

机构 * Department of Electrical & Computer Engineering（电气与计算机工程系） ； Worcester Polytechnic Institute（沃斯特理工大学） 纠错

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

Multimodal Large Language Models Meet Multimodal Emotion Recognition and Reasoning: A Survey

Yuntao Shou, Tao Meng, Wei Ai, Keqin Li

机构 * Central South University of Forestry and Technology（林业科技大学） ； State University of New York（纽约州立大学） 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

Comments 35 pages, 10 figures, 8 tables

Fast Thinking for Large Language Models

Haoyu Zheng, Zhuonan Wang, Yuqian Yuan, Tianwei Lin, Wenqiao Zhang, Zheqi Lv, Juncheng Li, Siliang Tang, Yueting Zhuang, Hongyang He

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

Abductive Logical Rule Induction by Bridging Inductive Logic Programming and Multimodal Large Language Models

Yifei Peng, Yaoli Liu, Enbo Xia, Yu Jin, Wang-Zhou Dai, Zhong Ren, Yao-Xiang Ding, Kun Zhou

机构 * State Key Laboratory of CAD&CG（计算机辅助设计与图形学国家重点实验室） ； National Key Laboratory for Novel Software Technology（新型软件技术国家实验室） 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

Unveiling the Potential of Diffusion Large Language Model in Controllable Generation

Zhen Xiong, Yujun Cai, Zhecheng Li, Yiwei Wang

机构 * University of Southern California（南加州大学） ； University of Queensland（昆士兰大学） ； University of California, San Diego（加州大学圣地亚哥分校） ； University of California, Merced（加州大学默塞德分校） 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