语言大模型 / LLM

Long-context Language Models Fail in Basic Retrieval Tasks Without Sufficient Reasoning Steps

Yijiong Yu, Yongfeng Huang, Zhixiao Qi, Wei Wang, Weifeng Liu, Ran Chen, Ji Pei

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

Comments Our code is publicly available at https://github.com/yuyijiong/hard_retrieval_for_llm and the datasets is at https://huggingface.co/datasets/yuyijiong/difficult_retrieval

Insights into User Interface Innovations from a Design Thinking Workshop at deRSE25

Maximilian Frank, Simon Lund

机构 * Ludwig-Maximilians-Universität München（慕尼黑路易斯-马克西米利安大学） 纠错

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

Multi-Modal Drift Forecasting of Leeway Objects via Navier-Stokes-Guided CNN and Sequence-to-Sequence Attention-Based Models

Rahmat K. Adesunkanmi, Alexander W. Brandt, Masoud Deylami, Gustavo A. Giraldo Echeverri, Hamidreza Karbasian, Adel Alaeddini

机构 * Departments of Mechanical and Electrical Engineering, Southern Methodist University（机械与电气工程系，南方 Methodist 大学） 纠错

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

Comments Submitted to IEEE

Consensus Is All You Need: Gossip-Based Reasoning Among Large Language Models

Saksham Arora

机构 * Sunnyvale, California（加州松林市） 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 4 pages, 5 figures

Debate-to-Detect: Reformulating Misinformation Detection as a Real-World Debate with Large Language Models

Chen Han, Wenzhen Zheng, Xijin Tang

机构 * School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences（中国科学院大学先进交叉学科学院） ； State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, Chinese Academy of Sciences（中国科学院数学与系统科学研究院） 纠错

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

Comments This paper has been accepted to EMNLP 2025 (Main Conference)

Investigating Advanced Reasoning of Large Language Models via Black-Box Interaction

Congchi Yin, Tianyi Wu, Yankai Shu, Alex Gu, Yunhan Wang, Jun Shao, Xun Jiang, Piji Li

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics（人工智能学院，南京航空航天大学） ； School of Electronics Engineering（电子工程学院） ； Computer Science, Peking University（计算机科学，北京大学） ； Theta Health Inc.（Theta健康公司） 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

Arrows of Math Reasoning Data Synthesis for Large Language Models: Diversity, Complexity and Correctness

Sirui Chen, Changxin Tian, Binbin Hu, Kunlong Chen, Ziqi Liu, Zhiqiang Zhang, Jun Zhou

机构 * Zhejiang University（浙江大学） 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

ThinkDial: An Open Recipe for Controlling Reasoning Effort in Large Language Models

Qianyu He, Siyu Yuan, Xuefeng Li, Mingxuan Wang, Jiangjie Chen

机构 * Fudan University（复旦大学） ； Shanghai Jiao Tong University（上海交通大学） ； SIA-Lab of Tsinghua AIR（清华大学AIR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.CL

MM-R1: Unleashing the Power of Unified Multimodal Large Language Models for Personalized Image Generation

Qian Liang, Yujia Wu, Kuncheng Li, Jiwei Wei, Shiyuan He, Jinyu Guo, Ning Xie

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

Utilizing Training Data to Improve LLM Reasoning for Tabular Understanding

Chufan Gao, Jintai Chen, Jimeng Sun

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

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

HiPlan: Hierarchical Planning for LLM-Based Agents with Adaptive Global-Local Guidance

Ziyue Li, Yuan Chang, Gaihong Yu, Xiaoqiu Le

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

fLSA: Learning Semantic Structures in Document Collections Using Foundation Models

Weijia Xu, Nebojsa Jojic, Nicolas Le Roux

机构 * Microsoft Research Redmond（微软研究院雷德蒙德） 纠错

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

Comments EMNLP 2025 Camera Ready

A Concurrent Modular Agent: Framework for Autonomous LLM Agents

Norihiro Maruyama, Takahide Yoshida, Hiroki Sato, Atsushi Masumori, Johnsmith, Takashi Ikegami

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

Dynamic Collaboration of Multi-Language Models based on Minimal Complete Semantic Units

Chao Hao, Zezheng Wang, Yanhua Huang, Ruiwen Xu, Wenzhe Niu, Xin Liu, Zitong Yu

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

Comments Accepted by EMNLP 2025 Main Conference

Language Models For Generalised PDDL Planning: Synthesising Sound and Programmatic Policies

Dillon Z. Chen, Johannes Zenn, Tristan Cinquin, Sheila A. McIlraith

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

Comments RLC 2025 Workshop on Programmatic Reinforcement Learning

Understanding Tool-Integrated Reasoning

Heng Lin, Zhongwen Xu

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

STARec: An Efficient Agent Framework for Recommender Systems via Autonomous Deliberate Reasoning

Chenghao Wu, Ruiyang Ren, Junjie Zhang, Ruirui Wang, Zhongrui Ma, Qi Ye, Wayne Xin Zhao

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） ； Poisson Lab, Huawei（华为Poison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)；分类 cs.AI

Journal ref Proceedings of the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025)

CausalMACE: Causality Empowered Multi-Agents in Minecraft Cooperative Tasks

Qi Chai, Zhang Zheng, Junlong Ren, Deheng Ye, Zichuan Lin, Hao Wang

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

Cohort-Aware Agents for Individualized Lung Cancer Risk Prediction Using a Retrieval-Augmented Model Selection Framework

Chongyu Qu, Allen J. Luna, Thomas Z. Li, Junchao Zhu, Junlin Guo, Juming Xiong, Kim L. Sandler, Bennett A. Landman, Yuankai Huo

机构 * Vanderbilt University（范德堡大学） ； Vanderbilt University Medical Center（范德堡大学医学中心） 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.LG

Requirements Development and Formalization for Reliable Code Generation: A Multi-Agent Vision

Xu Lu, Weisong Sun, Yiran Zhang, Ming Hu, Cong Tian, Zhi Jin, Yang Liu

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

The AI in the Mirror: LLM Self-Recognition in an Iterated Public Goods Game

Olivia Long, Carter Teplica

机构 * Columbia University（哥伦比亚大学） ； Mila, Polytechnique Montréal（蒙特利尔大学Mila） 纠错

专题命中 推理与问题求解 ：LLM(title)；分类 cs.AI

FormaRL: Enhancing Autoformalization with no Labeled Data

Yanxing Huang, Xinling Jin, Sijie Liang, Peng Li, Yang Liu

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

Comments Conference paper at COLM2025

A Case Study on the Effectiveness of LLMs in Verification with Proof Assistants

Barış Bayazıt, Yao Li, Xujie Si

机构 * University of Toronto（多伦多大学） ； Portland State University（波特兰州立大学） 纠错

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

Comments Accepted by LMPL 2025

Skeptik: A Hybrid Framework for Combating Potential Misinformation in Journalism

Arlen Fan, Fan Lei, Steven R. Corman, Ross Maciejewski

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

Comments Arlen Fan and Fan Lei contributed equally to this research. Accepted by ACM Transactions on Interactive Intelligent Systems (TiiS)

Enhancing Multi-Robot Semantic Navigation Through Multimodal Chain-of-Thought Score Collaboration

Zhixuan Shen, Haonan Luo, Kexun Chen, Fengmao Lv, Tianrui Li

机构 * Zhixuan Shen, Haonan Luo, Kexun Chen, Fengmao Lv, Tianrui Li（作者） 纠错

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

Comments 16 pages, 10 figures, Extended Version of accepted AAAI 2025 Paper

A Survey on Data Selection for LLM Instruction Tuning

Bolin Zhang, Jiahao Wang, Qianlong Du, Jiajun Zhang, Zhiying Tu, Dianhui Chu

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Harbin Institute of Technology (Weihai)（哈尔滨工业大学（威海）） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；instruction tuning(title,abstract)；large language model(abstract)；language model(abstract)

Comments Published in JAIR (Vol. 83, Article 32, 2025)

Journal ref Journal of Artificial Intelligence Research, 83:32, 2025

Interactive Evaluation of Large Language Models for Multi-Requirement Software Engineering Tasks

Dimitrios Rontogiannis, Maxime Peyrard, Nicolas Baldwin, Martin Josifoski, Robert West, Dimitrios Gunopulos

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Prefill-level Jailbreak: A Black-Box Risk Analysis of Large Language Models

Yakai Li, Jiekang Hu, Weiduan Sang, Luping Ma, Dongsheng Nie, Weijuan Zhang, Aimin Yu, Yi Su, Qingjia Huang, Qihang Zhou

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） ； Sinochem Energy High-Tech Co., Ltd.（中石化能源高科技有限公司） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Breaking the Trade-Off Between Faithfulness and Expressiveness for Large Language Models

Chenxu Yang, Qingyi Si, Zheng Lin

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Large Language Models for Depression Recognition in Spoken Language Integrating Psychological Knowledge

Yupei Li, Shuaijie Shao, Manuel Milling, Björn W. Schuller

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Journal ref Frontiers in Computer Science, Volume 7, 2025