语言大模型 / LLM

Advanced Financial Reasoning at Scale: A Comprehensive Evaluation of Large Language Models on CFA Level III

Pranam Shetty, Abhisek Upadhayaya, Parth Mitesh Shah, Srikanth Jagabathula, Shilpi Nayak, Anna Joo Fee

机构 * Rochester Institute of Technology（罗切斯特理工学院） ； GoodFin, Inc（GoodFin公司） ； New York University（纽约大学） 纠错

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

Comments Accepted at FinLLM @ IJCAI 2025

Temporal-Aware User Behaviour Simulation with Large Language Models for Recommender Systems

Xinye Wanyan, Danula Hettiachchi, Chenglong Ma, Ziqi Xu, Jeffrey Chan

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

Code Generation with Small Language Models: A Codeforces-Based Study

Débora Souza, Rohit Gheyi, Lucas Albuquerque, Gustavo Soares, Márcio Ribeiro

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

Comments Accepted at International Conference on Machine Learning and Applications (ICMLA 2025)

A Large Language Model-based multi-agent manufacturing system for intelligent shopfloor

Zhen Zhao, Dunbing Tang, Changchun Liu, Liping Wang, Zequn Zhang, Haihua Zhu, Kai Chen, Qingwei Nie, Yuchen Ji

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

Journal ref Zhao Z, Tang D, Liu C, et al. A Large language model-based multi-agent manufacturing system for intelligent shopfloors[J]. Advanced Engineering Informatics, 2026, 69: 103888

Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments

Qingyu Lu, Liang Ding, Siyi Cao, Xuebo Liu, Kanjian Zhang, Jinxia Zhang, Dacheng Tao

机构 * Southeast University（东南大学） ； The University of Sydney（悉尼大学） ； Southeast University Shenzhen Research Institute（东南大学深圳研究院） ； Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学计算机与智能信息学院，深圳，中国） ； College of Computing and Data Science at Nanyang Technological University, Singapore 639798（南洋理工大学计算机与数据科学学院，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)；LLM(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 - Findings

GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models

Jialin Chen, Houyu Zhang, Seongjun Yun, Alejandro Mottini, Rex Ying, Xiang Song, Vassilis N. Ioannidis, Zheng Li, Qingjun Cui

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.LG

EquiBench: Benchmarking Large Language Models' Reasoning about Program Semantics via Equivalence Checking

Anjiang Wei, Jiannan Cao, Ran Li, Hongyu Chen, Yuhui Zhang, Ziheng Wang, Yuan Liu, Thiago S. F. X. Teixeira, Diyi Yang, Ke Wang, Alex Aiken

机构 * Stanford University（斯坦福大学） ； MIT（麻省理工学院） ； Google（谷歌） ； Nanjing University（南京大学） ； 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、cs.LG

Do Large Language Models Truly Grasp Mathematics? An Empirical Exploration From Cognitive Psychology

Wei Xie, Shuoyoucheng Ma, Zhenhua Wang, Enze Wang, Kai Chen, Xiaobing Sun, Baosheng Wang

机构 * College of Computer Science and Technology, National University of Defense Technology（国防科技大学计算机科学与技术学院） ； Institute of High Performance Computing, Agency for Science, Technology and Research (A*STAR)（科学、技术和研究局高性能计算研究所） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） 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 Thank you for your attention. This paper was accepted by the CogSci 2025 conference in April and published in August. The location in the proceedings is: https://escholarship.org/uc/item/24x9t7s1

How Much Do Large Language Models Know about Human Motion? A Case Study in 3D Avatar Control

Kunhang Li, Jason Naradowsky, Yansong Feng, Yusuke Miyao

机构 * The University of Tokyo（东京大学） ； Peking University（北京大学） ； NII LLMC（日本信息机构大语言模型中心） 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

Meta-Reasoning Improves Tool Use in Large Language Models

Lisa Alazraki, Marek Rei

机构 * Imperial College London（伦敦帝国学院） 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

Comments NAACL 2025 Findings

How Large Language Models are Designed to Hallucinate

Richard Ackermann, Simeon Emanuilov

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 23 pages, 2 tables, 2 figures

Reasoning-to-Defend: Safety-Aware Reasoning Can Defend Large Language Models from Jailbreaking

Junda Zhu, Lingyong Yan, Shuaiqiang Wang, Dawei Yin, Lei Sha

机构 * Beihang University（北京航空航天大学） ； Baidu Inc.（百度公司） ； Zhongguancun Laboratory（中关村实验室） 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

Comments EMNLP 2025

Evaluation of Causal Reasoning for Large Language Models in Contextualized Clinical Scenarios of Laboratory Test Interpretation

Balu Bhasuran, Mattia Prosperi, Karim Hanna, John Petrilli, Caretia JeLayne Washington, Zhe He

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

LLaVul: A Multimodal LLM for Interpretable Vulnerability Reasoning about Source Code

Ala Jararweh, Michael Adams, Avinash Sahu, Abdullah Mueen, Afsah Anwar

机构 * Department of Computer Science, The University of New Mexico（计算机科学系，新墨西哥大学） ； Comprehensive Cancer Center, The University of New Mexico（综合癌症中心，新墨西哥大学） 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

Journal ref A. Jararweh, M. Adams, A. Sahu, A. Mueen and A. Anwar, "LLaVul: A Multimodal LLM for Interpretable Vulnerability Reasoning about Source Code," 2025 5th Intelligent Cybersecurity Conference (ICSC), Tampa, FL, USA, 2025, pp. 232-241

Zero-Shot Human Mobility Forecasting via Large Language Model with Hierarchical Reasoning

Wenyao Li, Ran Zhang, Pengyang Wang, Yuanchun Zhou, Pengfei Wang

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

Does Reasoning Introduce Bias? A Study of Social Bias Evaluation and Mitigation in LLM Reasoning

Xuyang Wu, Jinming Nian, Ting-Ruen Wei, Zhiqiang Tao, Hsin-Tai Wu, Yi Fang

机构 * Santa Clara University（圣克拉拉大学） ； Rochester Institute of Technology（罗切斯特理工学院） ； Docomo Innovations（Docomo创新） 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 EMNLP Findings

On LLM-Based Scientific Inductive Reasoning Beyond Equations

Brian S. Lin, Jiaxin Yuan, Zihan Zhou, Shouli Wang, Shuo Wang, Cunliang Kong, Qi Shi, Yuxuan Li, Liner Yang, Zhiyuan Liu, Maosong Sun

机构 * Dept. of Comp. Sci. & Tech., Institute for AI, BNRist Center, Tsinghua University（计算机科学与技术系，人工智能研究院，BNRist中心，清华大学） ； Jiangsu Collaborative Innovation Center for Language Ability, Jiangsu Normal University（江苏语言能力协同创新中心，江苏师范大学） ； Beijing Language and Culture University（北京语言文化大学） ； Xiamen University（厦门大学） ； Harbin Institute of Technology（哈尔滨工业大学） 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

Comments 24 pages

CoLa: Learning to Interactively Collaborate with Large Language Models

Abhishek Sharma, Dan Goldwasser

机构 * Department of Computer Science（计算机科学系） ； Purdue University（普渡大学） 纠错

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

How Is LLM Reasoning Distracted by Irrelevant Context? An Analysis Using a Controlled Benchmark

Minglai Yang, Ethan Huang, Liang Zhang, Mihai Surdeanu, William Wang, Liangming Pan

机构 * University of Arizona（亚利桑那大学） ； MOE Key Lab of Computational Linguistics, Peking University（北京大学计算语言学国家重点实验室） ； University of California, Santa Barbara（加州大学圣巴巴拉分校） 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.AI、cs.LG

Comments 19 pages, 10 figures, 5 tables

LLM-Assisted Semantic Guidance for Sparsely Annotated Remote Sensing Object Detection

Wei Liao, Chunyan Xu, Chenxu Wang, Zhen Cui

机构 * Nanjing University of Science and Technology（南京理工大学） ； Beijing Normal University（北京师范大学） 纠错

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

Dissecting Persona-Driven Reasoning in Language Models via Activation Patching

Ansh Poonia, Maeghal Jain

机构 * Independent（独立研究者） 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、cs.LG

Comments EMNLP (Findings) 2025

Reasoning Core: A Scalable RL Environment for LLM Symbolic Reasoning

Valentin Lacombe, Valentin Quesnel, Damien Sileo

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.AI

ARK-V1: An LLM-Agent for Knowledge Graph Question Answering Requiring Commonsense Reasoning

Jan-Felix Klein, Lars Ohnemus

机构 * Institute of Material Handling and Logistics (IFL) at the Karlsruhe Institute of Technology (KIT)（材料搬运与物流研究所（IFL）于卡尔斯鲁厄理工学院（KIT）） 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

Comments Work in Progess

Asking a Language Model for Diverse Responses

Sergey Troshin, Irina Saparina, Antske Fokkens, Vlad Niculae

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

Comments UncertaiNLP workshop, 2025

Challenging the Evaluator: LLM Sycophancy Under User Rebuttal

Sungwon Kim, Daniel Khashabi

机构 * Johns Hopkins University（约翰霍普金斯大学） 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

Comments Accepted to EMNLP 2025 Findings

SoundMind: RL-Incentivized Logic Reasoning for Audio-Language Models

Xingjian Diao, Chunhui Zhang, Keyi Kong, Weiyi Wu, Chiyu Ma, Zhongyu Ouyang, Peijun Qing, Soroush Vosoughi, Jiang Gui

机构 * Dartmouth College（达特茅斯学院） ； Shandong University（山东大学） 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

Comments Accepted to EMNLP 2025 Main Conference (Oral Presentation)

SalaMAnder: Shapley-based Mathematical Expression Attribution and Metric for Chain-of-Thought Reasoning

Yue Xin, Chen Shen, Shaotian Yan, Xiaosong Yuan, Yaoming Wang, Xiaofeng Zhang, Chenxi Huang, Jieping Ye

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Cloud Computing（阿里云计算） 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 accpeted by EMNLP 2025

No Need for Explanations: LLMs can implicitly learn from mistakes in-context

Lisa Alazraki, Maximilian Mozes, Jon Ander Campos, Tan Yi-Chern, Marek Rei, Max Bartolo

机构 * Imperial College London（伦敦帝国学院） ； Cohere 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 EMNLP 2025

Towards Transparent and Incentive-Compatible Collaboration in Decentralized LLM Multi-Agent Systems: A Blockchain-Driven Approach

Minfeng Qi, Tianqing Zhu, Lefeng Zhang, Ningran Li, Wanlei Zhou

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

Comments 17 pages, 7 figures

Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models

Zhifei Xie, Mingbao Lin, Zihang Liu, Pengcheng Wu, Shuicheng Yan, Chunyan Miao

机构 * Nanyang Technological University（南洋理工大学） ； National University of Singapore（国立新加坡大学） ； Rakuten 纠错

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

Comments Technical report, in process