语言大模型 / LLM

Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning tasks

Gregory Kang Ruey Lau, Wenyang Hu, Diwen Liu, Jizhuo Chen, See-Kiong Ng, Bryan Kian Hsiang Low

机构 * National University of Singapore（新加坡国立大学） ； SAP（SAP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)；prompting(abstract)

Comments Accepted to EMNLP 2025 Main Conference

Evaluating Large Language Models for Stance Detection on Financial Targets from SEC Filing Reports and Earnings Call Transcripts

Nikesh Gyawali, Doina Caragea, Alex Vasenkov, Cornelia Caragea

机构 * Kansas State University（堪萨斯州立大学） ； Department of Computer Science（计算机科学系） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

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

Evaluating Multimodal Large Language Models on Core Music Perception Tasks

Brandon James Carone, Iran R. Roman, Pablo Ripollés

机构 * Department of Psychology, Music and Audio Research Laboratory（心理学系、音乐与音频研究实验室） ； Department of Electronic Engineering and Computer Science（电子工程与计算机科学系） 纠错

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

Comments Accepted to the NeurIPS 2025 Workshop on AI for Music (AI4Music), 16 pages, 1 figure, 3 tables

Large language model-based task planning for service robots: A review

Shaohan Bian, Ying Zhang, Guohui Tian, Zhiqiang Miao, Edmond Q. Wu, Simon X. Yang, Changchun Hua

机构 * School of Electrical Engineering, Yanshan University（燕山大学电气工程学院） ； Engineering Research Center of Intelligent Control System and Intelligent Equipment, Ministry of Education, Yanshan University（燕山大学智能控制与设备工程研究中心） ； Hebei Key Laboratory of Intelligent Rehabilitation and Neuromodulation, Yanshan University（河北省智能康复与神经调制重点实验室） ； School of Control Science and Engineering, Shandong University（山东大学控制科学与工程学院） ； National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University（国家机器人视觉感知与控制技术工程研究中心） ； Department of Automation, Shanghai Jiao Tong University（上海交通大学自动化系） ； Advanced Robotics and Intelligent Systems Laboratory, School of Engineering, University of Guelph（圭尔夫大学工程学院先进机器人与智能系统实验室） 纠错

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

Comments Submitted to Biomimetic Intelligence and Robotics for possible publication

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Yihong Dong, Ge Li, Xue Jiang, Yongding Tao, Kechi Zhang, Hao Zhu, Huanyu Liu, Jiazheng Ding, Jia Li, Jinliang Deng, Hong Mei

机构 * School of Computer Science, Peking University（北京大学计算机学院） ； aiXcoder ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； Advanced Institute of Big Data（大数据高级研究院） 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、cs.LG

Comments Accepted to NeurIPS'25

Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes

Kelvin J. L. Koa, Yunshan Ma, Yi Xu, Ritchie Ng, Huanhuan Zheng, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； Singapore Management University（新加坡管理学院） 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、cs.LG

Comments ICAIF 2025 Workshop (Oral)

SEAL: Steerable Reasoning Calibration of Large Language Models for Free

Runjin Chen, Zhenyu Zhang, Junyuan Hong, Souvik Kundu, Zhangyang Wang

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Intel（英特尔） 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

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

LLM-Based Detection of Tangled Code Changes for Higher-Quality Method-Level Bug Datasets

Md Nahidul Islam Opu, Shaowei Wang, Shaiful Chowdhury

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

Language Model Guided Reinforcement Learning in Quantitative Trading

Adam Darmanin, Vince Vella

机构 * University of Malta（马耳他大学） 纠错

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

Comments 12 pages (4 pages appendix and references) and 6 figures. Accepted for presentation at FLLM 2025, Vienna

LLM-AR: LLM-powered Automated Reasoning Framework

Rick Chen, Joseph Ternasky, Aaron Ontoyin Yin, Xianling Mu, Fuat Alican, Yigit Ihlamur

机构 * University of Oxford（牛津大学） ； Vela Research（Vela研究公司） 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、cs.LG

Next-Generation LLM for UAV: From Natural Language to Autonomous Flight

Liangqi Yuan, Chuhao Deng, Dong-Jun Han, Inseok Hwang, Sabine Brunswicker, Christopher G. Brinton

机构 * School of Electrical and Computer Engineering, Purdue University（电子与计算机工程学院，普渡大学） ； School of Aeronautics and Astronautics, Purdue University（航空与航天学院，普渡大学） ； Department of Computer Science and Engineering, Yonsei University（计算机科学与工程系，延世大学） ； Polytechnic Institute, Purdue University（技术学院，普渡大学） 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、cs.AI

What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning

Yaning Jia, Chunhui Zhang, Xingjian Diao, Xiangchi Yuan, Zhongyu Ouyang, Chiyu Ma, Soroush Vosoughi

机构 * Dartmouth College（达特茅斯学院） 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)

Comments 8 pages (main text) + 4 pages (appendix), 4 figures

The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement

Ruihan Yang, Fanghua Ye, Jian Li, Siyu Yuan, Yikai Zhang, Zhaopeng Tu, Xiaolong Li, Deqing Yang

机构 * Fudan University（复旦大学） ； Tencent Hunyuan（腾讯文言） 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、cs.AI

Comments NeurIPS 2025

Detecting Various DeFi Price Manipulations with LLM Reasoning

Juantao Zhong, Daoyuan Wu, Ye Liu, Maoyi Xie, Yang Liu, Yi Li, Ning Liu

机构 * Daoyuan Wu is the co-first author.（达元吴是共同第一作者） ； Ye Liu is the corresponding author.（叶刘是通讯作者） 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

Comments Accepted by ASE 2025. Please cite the conference version of this paper, e.g., "Juantao Zhong, Daoyuan Wu, Ye Liu, Maoyi Xie, Yang Liu, Yi Li, Ning Liu. Detecting Various DeFi Price Manipulations with LLM Reasoning. In 40th IEEE/ACM International Conference on Automated Software Engineering (ASE 2025)"

PortGPT: Towards Automated Backporting Using Large Language Models

Zhaoyang Li, Zheng Yu, Jingyi Song, Meng Xu, Yuxuan Luo, Dongliang Mu

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

Comments Accepted by IEEE S&P 2026

Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System

Haokun Liu, Zhaoqi Ma, Yunong Li, Junichiro Sugihara, Yicheng Chen, Jinjie Li, Moju Zhao

机构 * DRAGON Lab at Department of Mechanical Engineering, The University of Tokyo（东京大学机械工程系DRAGON实验室） 纠错

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

Comments 18 pages, 10 figures

Journal ref Advanced Intelligent Systems, Oct. 2025

Butter-Bench: Evaluating LLM Controlled Robots for Practical Intelligence

Callum Sharrock, Lukas Petersson, Hanna Petersson, Axel Backlund, Axel Wennström, Kristoffer Nordström, Elias Aronsson

机构 * Andon Labs（安登实验室） 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

P1GPT: a multi-agent LLM workflow module for multi-modal financial information analysis

Chen-Che Lu, Yun-Cheng Chou, Teng-Ruei Chen

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

You Don't Need Prompt Engineering Anymore: The Prompting Inversion

Imran Khan

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 17 pages, 1 figure, 6 tables. Code and experimental data available at https://github.com/strongSoda/prompt-sculpting

Increasing LLM Coding Capabilities through Diverse Synthetic Coding Tasks

Amal Abed, Ivan Lukic, Jörg K. H. Franke, Frank Hutter

机构 * University of Freiburg（弗赖堡大学） ； ELLIS Institute Tübingen（图宾根ELLIS研究所） ； Open-Sci Collective（开放科学集体） ； LAION ； Prior Labs（Prior实验室） 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.AI、cs.LG

Comments Presented at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: The 4th Deep Learning for Code Workshop (DL4C)

Cross-Lingual Stability and Bias in Instruction-Tuned Language Models for Humanitarian NLP

Poli Nemkova, Amrit Adhikari, Matthew Pearson, Vamsi Krishna Sadu, Mark V. Albert

机构 * University of North Texas（北卡罗来纳大学达顿分校） ； Davidson College（戴维森学院） 纠错

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

Multi-turn Training with Basic Human Feedback Helps Little on LLM Reasoning

Qiang Liu, Wuganjing Song, Zhenzhou Lin, Feifan Chen, Qiaolong Cai, Chen Li, Yongduo Sui

机构 * Tencent Interactive Entertainment（腾讯互动娱乐） ； The Hong Kong University of Science and Technology（香港理工大学） ； Sun Yat-sen University（中山大学） 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.LG

GeoThought: A Dataset for Enhancing Mathematical Geometry Reasoning in Vision-Language Models

Nannan Shi, Chuanyu Qin, Shipeng Song, Man Luo

机构 * Baidu Inc.（百度公司） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； Intel Lab, Intel（英特尔实验室） 纠错

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

Causal Sufficiency and Necessity Improves Chain-of-Thought Reasoning

Xiangning Yu, Zhuohan Wang, Linyi Yang, Haoxuan Li, Anjie Liu, Xiao Xue, Jun Wang, Mengyue Yang

机构 * Tianjin University（天津大学） ； City University of Hong Kong（香港城市大学） ； University College London（伦敦大学学院） ； Peking University（北京大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； University of Bristol（布里斯托大学） 纠错

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

Thought Anchors: Which LLM Reasoning Steps Matter?

Paul C. Bogdan, Uzay Macar, Neel Nanda, Arthur Conmy

机构 * MATS 纠错

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

Comments Paul C. Bogdan and Uzay Macar contributed equally to this work, and their listed order was determined by coinflip. Neel Nanda and Arthur Conmy contributed equally to this work as senior authors, and their listed order was determined by coinflip

Med-R1: Reinforcement Learning for Generalizable Medical Reasoning in Vision-Language Models

Yuxiang Lai, Jike Zhong, Ming Li, Shitian Zhao, Yuheng Li, Konstantinos Psounis, Xiaofeng Yang

机构 * Department of Computer Science and Informatics, Emory University（计算机科学与信息学系，埃默里大学） ； Department of Computer Science and Department of Electrical and Computer Engineering, University of Southern California（计算机科学系和电气与计算机工程系，南加州大学） ； Department of Computer Science, University of Tokyo（计算机科学系，东京大学） ； Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） ； Department of Biomedical Engineering, Georgia Institute of Technology and Emory University（生物医学工程系，佐治亚理工学院和埃默里大学） 纠错

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

Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation

Hoyun Song, Huije Lee, Jisu Shin, Sukmin Cho, Changgeon Ko, Jong C. Park

机构 * School of Computing（计算学院） ； Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

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

Can Language Models Compose Skills In-Context?

Zidong Liu, Zhuoyan Xu, Zhenmei Shi, Yingyu Liang

机构 * The University of Hong Kong（香港大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

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