语言大模型 / LLM

RefleXGen:The unexamined code is not worth using

Bin Wang, Hui Li, AoFan Liu, BoTao Yang, Ao Yang, YiLu Zhong, Weixiang Huang, Yanping Zhang, Runhuai Huang, Weimin Zeng

机构 * 1 School of Electronic ； Computer Engineering,Peking University 2 Apability \& Platform Business Dept., China Mobile Internet Co. 3 China Telecom Cloud Technology Co., Ltd. 纠错

专题命中 指令微调 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, 2025, pp. 1-5

Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning

Amit Peleg, Naman Deep Singh, Matthias Hein

机构 * Tübingen AI Center, University of Tübingen（图宾根人工智能中心，图宾根大学） 纠错

专题命中 指令微调 ：language model(abstract)；分类 cs.LG

Comments Accepted at NeurIPS 2025

The Distracting Effect: Understanding Irrelevant Passages in RAG

Chen Amiraz, Florin Cuconasu, Simone Filice, Zohar Karnin

机构 * Technology Innovation Institute（技术创新研究所） ； Sapienza University of Rome（罗马萨皮恩扎大学） 纠错

专题命中 指令微调 ：LLM(abstract)；分类 cs.CL

Greedy Sampling Is Provably Efficient for RLHF

Di Wu, Chengshuai Shi, Jing Yang, Cong Shen

机构 * Electrical and Computer Engineering University of Virginia（电气与计算机工程大学弗吉尼亚大学） ； Princeton Language and Intelligence Princeton University（普林斯顿语言与智能普林斯顿大学） 纠错

专题命中 后训练与偏好优化 ：RLHF(title,abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Comments NeurIPS 2025

AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis

Xuanzhong Chen, Zile Qiao, Guoxin Chen, Liangcai Su, Zhen Zhang, Xinyu Wang, Pengjun Xie, Fei Huang, Jingren Zhou, Yong Jiang

机构 * Tongyi Lab（通义实验室） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 后训练与偏好优化 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；post-training(abstract)

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

AdaRewriter: Unleashing the Power of Prompting-based Conversational Query Reformulation via Test-Time Adaptation

Yilong Lai, Jialong Wu, Zhenglin Wang, Deyu Zhou

机构 * School of Computer Science and Engineering, Key Laboratory of Computer Network and Information Integration, Ministry of Education, Southeast University（计算机科学与工程学院、计算机网络与信息集成重点实验室、教育部、东南大学） 纠错

专题命中 后训练与偏好优化 ：prompting(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025

Debiasing Reward Models by Representation Learning with Guarantees

Ignavier Ng, Patrick Blöbaum, Siddharth Bhandari, Kun Zhang, Shiva Kasiviswanathan

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Amazon（亚马逊） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德智能大学） 纠错

专题命中 后训练与偏好优化 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Preference Learning with Response Time: Robust Losses and Guarantees

Ayush Sawarni, Sahasrajit Sarmasarkar, Vasilis Syrgkanis

专题命中 后训练与偏好优化 ：foundation model(abstract)；分类 cs.AI、cs.LG

Comments Accepted at NeurIPS 2025

Hybrid Modeling, Sim-to-Real Reinforcement Learning, and Large Language Model Driven Control for Digital Twins

Adil Rasheed, Oscar Ravik, Omer San

机构 * Department of Engineering Cybernetics, NTNU（工程 cybernetics 系，NTNU） ； Department of Mechanical, Aerospace and Biomedical Engineering, University of Tennessee（机械、航空航天与生物医学工程系，田纳西大学） 纠错

专题命中 长上下文与记忆 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

NeedleInATable: Exploring Long-Context Capability of Large Language Models towards Long-Structured Tables

Lanrui Wang, Mingyu Zheng, Hongyin Tang, Zheng Lin, Yanan Cao, Jingang Wang, Xunliang Cai, Weiping Wang

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） 纠错

专题命中 长上下文与记忆 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by NeurIPS 2025

Investigating Software Aging in LLM-Generated Software Systems

César Santos, Ermeson Andrade, Roberto Natella

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Presented at the 17th International Workshop on Software Aging and Rejuvenation (WoSAR), 2025

MDP3: A Training-free Approach for List-wise Frame Selection in Video-LLMs

Hui Sun, Shiyin Lu, Huanyu Wang, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang, Ming Li

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国） ； Alibaba Group, Hangzhou, China（阿里巴巴集团，杭州，中国） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments 26 pages, 14 figures

AgentFold: Long-Horizon Web Agents with Proactive Context Management

Rui Ye, Zhongwang Zhang, Kuan Li, Huifeng Yin, Zhengwei Tao, Yida Zhao, Liangcai Su, Liwen Zhang, Zile Qiao, Xinyu Wang, Pengjun Xie, Fei Huang, Siheng Chen, Jingren Zhou, Yong Jiang

机构 * Tongyi Lab（通义实验室） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 长上下文与记忆 ：LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 26 pages, 9 figures

Long-VITA: Scaling Large Multi-modal Models to 1 Million Tokens with Leading Short-Context Accuracy

Yunhang Shen, Chaoyou Fu, Shaoqi Dong, Xiong Wang, Yi-Fan Zhang, Peixian Chen, Mengdan Zhang, Haoyu Cao, Ke Li, Shaohui Lin, Xiawu Zheng, Yan Zhang, Yiyi Zhou, Ran He, Caifeng Shan, Rongrong Ji, Xing Sun

机构 * Tencent Youtu Lab（腾讯云图实验室） ； Nanjing University（南京大学） ； East China Normal University（华东师范大学） ； Xiamen University（厦门大学） ； CASIA（中国科学院自动化研究所） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)

Comments https://github.com/VITA-MLLM/Long-VITA

Chain of Execution Supervision Promotes General Reasoning in Large Language Models

Nuo Chen, Zehua Li, Keqin Bao, Junyang Lin, Dayiheng Liu

机构 * Qwen Team, Alibaba（阿里巴巴通义实验室） ； Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Journal ref 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

Provable Scaling Laws for the Test-Time Compute of Large Language Models

Yanxi Chen, Xuchen Pan, Yaliang Li, Bolin Ding, Jingren Zhou

机构 * Alibaba Group（阿里巴巴集团） 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 NeurIPS 2025 camera-ready version

TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models

Jiahao Wang, Mingyue Cheng, Qingyang Mao, Yitong Zhou, Daoyu Wang, Qi Liu, Feiyang Xu, Xin Li

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） ； Artificial Intelligence Research Institute, iFLYTEK Co., Ltd（人工智能研究院，iFLYTEK公司） 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

Verifying Large Language Models' Reasoning Paths via Correlation Matrix Rank

Jiayu Liu, Wei Dai, Zhenya Huang, Ning Miao, Enhong Chen

机构 * School of Artificial Intelligence and Data Science, University of Science and Technology of China（人工智能与数据科学学院，中国科学技术大学） ； State Key Laboratory of Cognitive Intelligence（认知智能国家重点实验室） ； School of Computer Science and Technology, University of Science and Technology of China（计算机科学与技术学院，中国科学技术大学） ； Department of Data Science, City University of Hong Kong（数据科学系，香港城市大学） ； Hong Kong Institute of AI for Science, City University of Hong Kong（香港人工智能科学研究院，香港城市大学） 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.AI

Decentralized Multi-Agent Goal Assignment for Path Planning using Large Language Models

Murad Ismayilov, Edwin Meriaux, Shuo Wen, Gregory Dudek

机构 * Center for Intelligent Machines (CIM) Laboratory（智能机器中心（CIM）实验室） ； McGill University（麦吉尔大学） 纠错

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

Comments Accepted at MIT URTC 2025

Offline Learning and Forgetting for Reasoning with Large Language Models

Tianwei Ni, Allen Nie, Sapana Chaudhary, Yao Liu, Huzefa Rangwala, Rasool Fakoor

机构 * Mila - Quebec AI Institute & Université de Montréal（魁北克AI研究所与蒙特利尔大学） ； Amazon Web Services（亚马逊网络服务） 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、cs.LG；LLM(comments)

Comments Published in Transactions on Machine Learning Research (TMLR), 2025. Code: https://github.com/twni2016/llm-reasoning-uft

Quantum Combinatorial Reasoning for Large Language Models

Carlos Flores-Garrigos, Gaurav Dev, Michael Falkenthal, Alejandro Gomez Cadavid, Anton Simen, Shubham Kumar, Enrique Solano, Narendra N. Hegade

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

Mitigating Hallucination in Large Language Models (LLMs): An Application-Oriented Survey on RAG, Reasoning, and Agentic Systems

Yihan Li, Xiyuan Fu, Ghanshyam Verma, Paul Buitelaar, Mingming Liu

机构 * Electronic Information School, Wuhan University（武汉大学电子信息学院） ； School of Computing, Dublin City University（都柏林城市大学计算机学院） ； School of Public Health, Wuhan University（武汉大学公共卫生学院） ； Insight Centre for Data Analytics, University of Galway（Galway大学数据分析研究中心） ； Insight Centre for Data Analytics, Dublin City University（都柏林城市大学数据分析研究中心） 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.CL、cs.AI

Comments 25 pages, 7 figures, 3 tables

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

PFEA: An LLM-based High-Level Natural Language Planning and Feedback Embodied Agent for Human-Centered AI

Wenbin Ding, Jun Chen, Mingjia Chen, Fei Xie, Qi Mao, Philip Dames

机构 * School of Electrical and Automation Engineering, Nanjing Normal University（南京师范大学电气与自动化工程学院） ； Department of Mechanical Engineering, Temple University（Temple大学机械工程系） 纠错

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

Think Just Enough: Sequence-Level Entropy as a Confidence Signal for LLM Reasoning

Aman Sharma, Paras Chopra

机构 * Lossfunk 纠错

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

Addressing the alignment problem in transportation policy making: an LLM approach

Xiaoyu Yan, Tianxing Dai, Yu Marco Nie

机构 * Department of Civil and Environmental Engineering, Northwestern University（土木与环境工程系，西北大学） 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

Advancing site-specific disease and pest management in precision agriculture: From reasoning-driven foundation models to adaptive, feedback-based learning

Nitin Rai, Daeun, Choi, Nathan S. Boyd, Arnold W. Schumann

机构 * Department of Horticultural Sciences（园艺科学系） ； Gulf Coast Research and Education Center（墨西哥湾沿岸研究与教育中心） ； University of Florida（佛罗里达大学） ； Department of Agricultural and Biological Engineering（农业与生物工程系） ； Department of Soil, Water, and Ecosystem Sciences（土壤、水与生态系统科学系） ； Citrus Research and Education Center（柑橘研究与教育中心） 纠错

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

Comments 26 pages, 8 figures, and 2 tables

Critique-RL: Training Language Models for Critiquing through Two-Stage Reinforcement Learning

Zhiheng Xi, Jixuan Huang, Xin Guo, Boyang Hong, Dingwen Yang, Xiaoran Fan, Shuo Li, Zehui Chen, Junjie Ye, Siyu Yuan, Zhengyin Du, Xuesong Yao, Yufei Xu, Jiecao Chen, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang

机构 * Fudan University（复旦大学） ； ByteDance Seed（字节跳动种子） 纠错

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

Comments Preprint, 25 pages, 9 figures. Code: https://github.com/WooooDyy/Critique-RL

NUM2EVENT: Interpretable Event Reasoning from Numerical time-series

Ninghui Feng, Yiyan Qi

机构 * International Digital Economy Academy (IDEA)（国际数字经济学院（IDEA）） ； University of Nottingham Ningbo（诺丁汉大学宁波校区） 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、cs.AI、cs.LG

Your Dense Retriever is Secretly an Expeditious Reasoner

Yichi Zhang, Jun Bai, Zhixin Cai, Shuhan Qin, Zhuofan Chen, Jinghua Guan, Wenge Rong

机构 * School of Computer Science and Engineering, Beihang University, China（北京航空航天大学计算机科学与工程学院） ； Beijing Institute for General Artificial Intelligence, China（北京通用人工智能研究院） 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、cs.LG

Comments 16 pages, 11 figures