语言大模型 / LLM

Mitigating Hallucinations in Large Language Models via Causal Reasoning

Yuangang Li, Yiqing Shen, Yi Nian, Jiechao Gao, Ziyi Wang, Chenxiao Yu, Shawn Li, Jie Wang, Xiyang Hu, Yue Zhao

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

Self-Correcting Large Language Models: Generation vs. Multiple Choice

Hossein A. Rahmani, Satyapriya Krishna, Xi Wang, Mohammadmehdi Naghiaei, Emine Yilmaz

机构 * University College London（伦敦大学学院） ； Amazon AGI（亚马逊人工智能实验室） ； University of Sheffield（谢菲尔德大学） ； University of Southern California（南加州大学） 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.CL、cs.AI

Comments 20 pages

ReliableMath: Benchmark of Reliable Mathematical Reasoning on Large Language Models

Boyang Xue, Qi Zhu, Rui Wang, Sheng Wang, Hongru Wang, Minda Hu, Fei Mi, Yasheng Wang, Lifeng Shang, Qun Liu, Kam-Fai Wong

机构 * The Chinese University of Hong Kong（香港中文大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； The University of Hong Kong（香港大学） 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.CL

Comments under review

Trajectory Bellman Residual Minimization: A Simple Value-Based Method for LLM Reasoning

Yurun Yuan, Fan Chen, Zeyu Jia, Alexander Rakhlin, Tengyang Xie

机构 * UW-Madison（威斯康星大学麦迪逊分校） ； MIT（麻省理工学院） 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、cs.LG

Comments NeurIPS 2025

Benevolent Dictators? On LLM Agent Behavior in Dictator Games

Andreas Einwiller, Kanishka Ghosh Dastidar, Artur Romazanov, Annette Hautli-Janisz, Michael Granitzer, Florian Lemmerich

机构 * University of Passau（帕绍大学） 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、cs.LG

Comments 7 pages, 2 figures, v1 init

UDora: A Unified Red Teaming Framework against LLM Agents by Dynamically Hijacking Their Own Reasoning

Jiawei Zhang, Shuang Yang, Bo Li

机构 * Department of Computer Science, University of Chicago（芝加哥大学计算机科学系） ； Meta ； Department of Computer Science, University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校计算机科学系） 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

Navigating the Alpha Jungle: An LLM-Powered MCTS Framework for Formulaic Factor Mining

Yu Shi, Yitong Duan, Jian Li

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

Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning

Jiayuan Huang, Runlong He, Danyal Zaman Khan, Evangelos B. Mazomenos, Danail Stoyanov, Hani Marcus, Linzhe Jiang, Matthew J Clarkson, Mobarak I. Hoque

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

Comments 11 pages

Solving a Million-Step LLM Task with Zero Errors

Elliot Meyerson, Giuseppe Paolo, Roberto Dailey, Hormoz Shahrzad, Olivier Francon, Conor F. Hayes, Xin Qiu, Babak Hodjat, Risto Miikkulainen

机构 * Cognizant AI Lab（Cognizant AI实验室） ； UT Austin（得克萨斯大学奥斯汀分校） 纠错

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

Comments Main paper: 14 pages, 29 pages with references and appendix

AI Founding Fathers: A Case Study of GIS Search in Multi-Agent Pipelines

Alvin Chauhan

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

Comments 9 pages, 3 figures. Code and data available at https://github.com/alvco/Founding_Fathers_AI

What About the Scene with the Hitler Reference? HAUNT: A Framework to Probe LLMs' Self-consistency Via Adversarial Nudge

Arka Dutta, Sujan Dutta, Rijul Magu, Soumyajit Datta, Munmun De Choudhury, Ashiqur R. KhudaBukhsh

机构 * Rochester Institute of Technology（罗切斯特技术学院） ； Georgia Institute of Technology（佐治亚理工学院） 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.CL、cs.AI

An Instance-Aware Prompting Framework for Training-free Camouflaged Object Segmentation

Chao Yin, Jide Li, Hang Yao, Xiaoqiang Li

机构 * Shanghai University（上海大学） 纠错

专题命中 推理与问题求解 ：prompting(title,abstract)

Comments under review

Taming Object Hallucinations with Verified Atomic Confidence Estimation

Jiarui Liu, Weihao Xuan, Zhijing Jin, Mona Diab

机构 * CMU（卡内基梅隆大学） ； The University of Tokyo（东京大学） ； The University of Toronto（多伦多大学） 纠错

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

ReFineG: Synergizing Small Supervised Models and LLMs for Low-Resource Grounded Multimodal NER

Jielong Tang, Shuang Wang, Zhenxing Wang, Jianxing Yu, Jian Yin

机构 * School of Artificial Intelligence, Sun Yat-sen University（中山大学人工智能学院） ； Key Laboratory of Sustainable Tourism Smart Assessment Technology, Ministry of Culture and Tourism, Sun Yat-sen University（文化旅游可持续评估技术重点实验室，中华人民共和国文化和旅游部，中山大学） ； Beijing Normal University（北京师范大学） ； Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） 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

Comments CCKS 2025 Shared Task Paper

AdaCuRL: Adaptive Curriculum Reinforcement Learning with Invalid Sample Mitigation and Historical Revisiting

Renda Li, Hailang Huang, Fei Wei, Feng Xiong, Yong Wang, Xiangxiang Chu

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

History-Aware Reasoning for GUI Agents

Ziwei Wang, Leyang Yang, Xiaoxuan Tang, Sheng Zhou, Dajun Chen, Wei Jiang, Yong Li

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

Comments Paper accepted to AAAI 2026

MARS: Multi-Agent Adaptive Reasoning with Socratic Guidance for Automated Prompt Optimization

Jian Zhang, Zhangqi Wang, Haiping Zhu, Kangda Cheng, Kai He, Bo Li, Qika Lin, Jun Liu, Erik Cambria

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

Comments AAAI 2026

Think, Remember, Navigate: Zero-Shot Object-Goal Navigation with VLM-Powered Reasoning

Mobin Habibpour, Fatemeh Afghah

机构 * Holcombe Department of Electrical and Computer Engineering（霍尔科姆电气与计算机工程系） ； Clemson University（克莱姆森大学） 纠错

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

LeanRAG: Knowledge-Graph-Based Generation with Semantic Aggregation and Hierarchical Retrieval

Yaoze Zhang, Rong Wu, Pinlong Cai, Xiaoman Wang, Guohang Yan, Song Mao, Ding Wang, Botian Shi

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 AAAI-26

MAPS: Multi-Agent Personality Shaping for Collaborative Reasoning

Jian Zhang, Zhiyuan Wang, Zhangqi Wang, Fangzhi Xu, Qika Lin, Lingling Zhang, Rui Mao, Erik Cambria, Jun Liu

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

Comments AAAI 2026

EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics

Chenwei Wan, Matthieu Labeau, Chloé Clavel

机构 * LTCI, Télécom Paris, Institut Polytechnique de Paris（LTCI，Telecom Paris， Institut Polytechnique de Paris） ； Inria Paris（Inria巴黎） 纠错

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

Comments Accepted to NAACL 2025 main, long paper

Bio AI Agent: A Multi-Agent Artificial Intelligence System for Autonomous CAR-T Cell Therapy Development with Integrated Target Discovery, Toxicity Prediction, and Rational Molecular Design

Yi Ni, Liwei Zhu, Shuai Li

机构 * Bio LIMS INC（Bio LIMS公司） 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 12 pages, 0 figures

Retrieval-Augmented Generation of Pediatric Speech-Language Pathology vignettes: A Proof-of-Concept Study

Yilan Liu

机构 * University of Redlands, Department of Communication Sciences and Disorders, Truesdail Clinic Center（红lands大学，沟通科学与障碍系，Truesdail诊所中心） 纠错

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

Comments 37 pages, 3 figures

Plug-and-Play Clarifier: A Zero-Shot Multimodal Framework for Egocentric Intent Disambiguation

Sicheng Yang, Yukai Huang, Weitong Cai, Shitong Sun, You He, Jiankang Deng, Hang Zhang, Jifei Song, Zhensong Zhang

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

Comments 16 pages, 9 figures, AAAI 2026

From Stimuli to Minds: Enhancing Psychological Reasoning in LLMs via Bilateral Reinforcement Learning

Yichao Feng, Haoran Luo, Lang Feng, Shuai Zhao, Anh Tuan Luu

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

Crafting Dynamic Virtual Activities with Advanced Multimodal Models

Changyang Li, Qingan Yan, Minyoung Kim, Zhan Li, Yi Xu, Lap-Fai Yu

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

Journal ref C. Li, Q. Yan, M. Kim, Z. Li, Y. Xu and L. -F. Yu, "Crafting Dynamic Virtual Activities with Advanced Multimodal Models," 2025 IEEE International Symposium on Mixed and Augmented Reality (ISMAR), pp. 120-130

Case Study: Transformer-Based Solution for the Automatic Digitization of Gas Plants

I. Bailo, F. Buonora, G. Ciarfaglia, L. T. Consoli, A. Evangelista, M. Gabusi, M. Ghiani, C. Petracca Ciavarella, F. Picariello, F. Sarcina, F. Tuosto, V. Zullo, L. Airoldi, G. Bruno, D. D. Gobbo, S. Pezzenati, G. A. Tona

机构 * Engineering Group（工程集团） ； Snam S.p.A.（Snam公司） 纠错

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

Bridging Natural Language and ASP: A Hybrid Approach Using LLMs and AMR Parsing

Connar Hite, Sean Saud, Raef Taha, Nayim Rahman, Tanvir Atahary, Scott Douglass, Tarek Taha

机构 * United States Air Force（美国空军） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

When Reasoning Fails: Evaluating 'Thinking' LLMs for Stock Prediction

Rakeshkumar H Sodha

专题命中 推理与问题求解 ：LLM(abstract)