语言大模型 / LLM

Efficient Post-Training Refinement of Latent Reasoning in Large Language Models

Xinyuan Wang, Dongjie Wang, Wangyang Ying, Haoyue Bai, Nanxu Gong, Sixun Dong, Kunpeng Liu, Yanjie Fu

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

Evaluating Large Language Models for Workload Mapping and Scheduling in Heterogeneous HPC Systems

Aasish Kumar Sharma, Julian Kunkel

机构 * Faculty of Mathematics and Computer Science, Georg-August-Universität Göttingen（数学与计算机科学学院，哥廷根乔治-奥古斯特大学） 纠错

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

Comments 14 pages, 4 figures, 2 tables. Evaluation study on LLM-based reasoning for HPC scheduling. Published in Research in Academic Engineering Journal (RAEJ), 2025

Journal ref Robot Autom Eng J. 2025; 6(5): 555696

Event-CausNet: Unlocking Causal Knowledge from Text with Large Language Models for Reliable Spatio-Temporal Forecasting

Luyao Niu, Zepu Wang, Shuyi Guan, Yang Liu, Peng Sun

机构 * Duke Kunshan University, China（杜克大学昆山分校） ； Peking University, China（北京大学） ； Tongji University, China（同济大学） ； University of Ottawa, Canada（渥太华大学） 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、cs.LG

Ensemble Debates with Local Large Language Models for AI Alignment

Ephraiem Sarabamoun

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Comments The manuscript is being withdrawn to incorporate additional revisions and improvements

ProFuser: Progressive Fusion of Large Language Models

Tianyuan Shi, Fanqi Wan, Canbin Huang, Xiaojun Quan, Chenliang Li, Ming Yan, Ji Zhang, Minhua Huang, Wu Kai

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 Accepted to AAAI 2026

Chain-of-Conceptual-Thought Elicits Daily Conversation in Large Language Models

Qingqing Gu, Dan Wang, Yue Zhao, Xiaoyu Wang, Zhonglin Jiang, Yong Chen, Hongyan Li, Luo Ji

机构 * Geely AI Lab（Geely人工智能实验室） ； Beijing Institute of Technology（北京理工大学） 纠错

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

Comments PRICAI 2025

CausalGuard: A Smart System for Detecting and Preventing False Information in Large Language Models

Piyushkumar Patel

机构 * Microsoft（微软） 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

Reasoning Text-to-Video Retrieval via Digital Twin Video Representations and Large Language Models

Yiqing Shen, Chenxiao Fan, Chenjia Li, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰霍普金斯大学） 纠错

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

LLM Reinforcement in Context

Thomas Rivasseau

机构 * McGill University（麦吉尔大学） 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)

Comments 4 pages

LLM-Assisted Formalization Enables Deterministic Detection of Statutory Inconsistency in the Internal Revenue Code

Borchuluun Yadamsuren, Steven Keith Platt, Miguel Diaz

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

Comments 29 pages, 3 appendices with Prolog code and full codebase available at: https://github.com/borchuluun/section121-inconsistency-detection

Bootstrapped LLM Semantics for Context-Aware Path Planning

Mani Amani, Behrad Beheshti, Reza Akhavian

机构 * San Diego State University（圣地亚哥州立大学） ； University of California San Diego（加州大学圣地亚哥分校） 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)

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering

Yihua Zhu, Qianying Liu, Akiko Aizawa, Hidetoshi Shimodaira

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

Comments AAAI2026 Main Track

LLM-Driven Robots Risk Enacting Discrimination, Violence, and Unlawful Actions

Andrew Hundt, Rumaisa Azeem, Masoumeh Mansouri, Martim Brandão

机构 * Carnegie Mellon University（卡内基梅隆大学） ； King’s College London（伦敦国王学院） ； University of Birmingham（伯明翰大学） 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 Published in International Journal of Social Robotics (2025). 49 pages (65 with references and appendix), 27 Figures, 8 Tables. Andrew Hundt and Rumaisa Azeem are equal contribution co-first authors. The positions of the two co-first authors were swapped from arxiv version 1 with the written consent of all four authors. The Version of Record is available via DOI: 10.1007/s12369-025-01301-x

MoralReason: Generalizable Moral Decision Alignment For LLM Agents Using Reasoning-Level Reinforcement Learning

Zhiyu An, Wan Du

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 for AAAI 2026

Chain-of-Thought Driven Adversarial Scenario Extrapolation for Robust Language Models

Md Rafi Ur Rashid, Vishnu Asutosh Dasu, Ye Wang, Gang Tan, Shagufta Mehnaz

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

Comments 19 pages, 5 figures. Accepted in AAAI 2026

An Analysis of Architectural Impact on LLM-based Abstract Visual Reasoning: A Systematic Benchmark on RAVEN-FAIR

Sinan Urgun, Seçkin Arı

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 23 pages, 9 figures

LLM-based Multi-Agent System for Simulating Strategic and Goal-Oriented Data Marketplaces

Jun Sashihara, Yukihisa Fujita, Kota Nakamura, Masahiro Kuwahara, Teruaki Hayashi

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

Comments 10 pages, 12 figures

Cognitive Maps in Language Models: A Mechanistic Analysis of Spatial Planning

Caroline Baumgartner, Eleanor Spens, Neil Burgess, Petru Manescu

机构 * University College London（伦敦大学学院） ； University of Oxford（牛津大学） 纠错

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

Concept-RuleNet: Grounded Multi-Agent Neurosymbolic Reasoning in Vision Language Models

Sanchit Sinha, Guangzhi Xiong, Zhenghao He, Aidong Zhang

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

Comments AAAI 2026 (oral)

RAC3: Retrieval-Augmented Corner Case Comprehension for Autonomous Driving with Vision-Language Models

Yujin Wang, Quanfeng Liu, Jiaqi Fan, Jinlong Hong, Hongqing Chu, Mengjian Tian, Bingzhao Gao, Hong Chen

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

Comments Accepted by IEEE Transactions on Multimedia

Extracting Events Like Code: A Multi-Agent Programming Framework for Zero-Shot Event Extraction

Quanjiang Guo, Sijie Wang, Jinchuan Zhang, Ben Zhang, Zhao Kang, Ling Tian, Ke Yan

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

Comments 11 pages, 5 figures, accepted by AAAI 2026 (Oral)

GEM: Generative Entropy-Guided Preference Modeling for Few-shot Alignment of LLMs

Yiyang Zhao, Huiyu Bai, Xuejiao Zhao

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

Comments This paper has been accepted by AAAI 2026-AIA and designated as an oral presentation paper

TFRank: Think-Free Reasoning Enables Practical Pointwise LLM Ranking

Yongqi Fan, Xiaoyang Chen, Dezhi Ye, Jie Liu, Haijin Liang, Jin Ma, Ben He, Yingfei Sun, Tong Ruan

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

Efficient Reasoning for Large Reasoning Language Models via Certainty-Guided Reflection Suppression

Jiameng Huang, Baijiong Lin, Guhao Feng, Jierun Chen, Di He, Lu Hou

机构 * Huawei（华为） 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 Accepted by AAAI 2026

PRISM-0: A Predicate-Rich Scene Graph Generation Framework for Zero-Shot Open-Vocabulary Tasks

Abdelrahman Elskhawy, Mengze Li, Nassir Navab, Benjamin Busam

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

Moving Pictures of Thought: Extracting Visual Knowledge in Charles S. Peirce's Manuscripts with Vision-Language Models

Carlo Teo Pedretti, Davide Picca, Dario Rodighiero

机构 * Department of Classics, University Sapienza of Rome（罗马大学萨皮恩扎文学院） ； Department of Language and Communication Sciences, University of Lausanne（洛桑大学语言与沟通科学系） ； Campus Fryslân, University of Groningen（格罗宁根大学弗里斯兰校区） 纠错

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

On the Notion that Language Models Reason

Bertram Højer

机构 * Department of Computer Science（计算机科学系） ； IT University of Copenhagen（哥本哈根IT大学） 纠错

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

Comments Accepted at the 1st Workshop on Epistemic Intelligence in Machine Learning, EurIPS 2025

PAN: A World Model for General, Interactable, and Long-Horizon World Simulation

PAN Team, Jiannan Xiang, Yi Gu, Zihan Liu, Zeyu Feng, Qiyue Gao, Yiyan Hu, Benhao Huang, Guangyi Liu, Yichi Yang, Kun Zhou, Davit Abrahamyan, Arif Ahmad, Ganesh Bannur, Junrong Chen, Kimi Chen, Mingkai Deng, Ruobing Han, Xinqi Huang, Haoqiang Kang, Zheqi Liu, Enze Ma, Hector Ren, Yashowardhan Shinde, Rohan Shingre, Ramsundar Tanikella, Kaiming Tao, Dequan Yang, Xinle Yu, Cong Zeng, Binglin Zhou, Zhengzhong Liu, Zhiting Hu, Eric P. Xing

机构 * Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 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

Online Learning of HTN Methods for integrated LLM-HTN Planning

Yuesheng Xu, Hector Munoz-Avila

机构 * Computer Science \& Engineering, Lehigh University ； Bethlehem, PA 18015-3084 USA 纠错

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

Comments The Twelfth Annual Conference on Advances in Cognitive Systems (ACS-2025)

Journal ref The Twelfth Annual Conference on Advances in Cognitive Systems (ACS-2025)

Enhancing Conversational Recommender Systems with Tree-Structured Knowledge and Pretrained Language Models

Yongwen Ren, Chao Wang, Peng Du, Chuan Qin, Dazhong Shen, Hui Xiong

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