语言大模型 / LLM

Towards Explainable Temporal Reasoning in Large Language Models: A Structure-Aware Generative Framework

Zihao Jiang, Ben Liu, Miao Peng, Wenjie Xu, Yao Xiao, Zhenyan Shan, Min Peng

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 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 In Findings of the Association for Computational Linguistics: ACL 2025

Programmatic Video Prediction Using Large Language Models

Hao Tang, Kevin Ellis, Suhas Lohit, Michael J. Jones, Moitreya Chatterjee

机构 * Mitsubishi Electric Research Laboratories (MERL)（三菱电机研究实验室（MERL）） 纠错

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

On the Thinking-Language Modeling Gap in Large Language Models

Chenxi Liu, Yongqiang Chen, Tongliang Liu, James Cheng, Bo Han, Kun Zhang

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； MBZUAI Carnegie Mellon University（MBZUAI 美国卡内基梅隆大学） ； The University of Sydney（悉尼大学） ； The Chinese University of Hong Kong（香港中文大学） 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、cs.LG

Comments Chenxi and Yongqiang contributed equally; project page: https://causalcoat.github.io/lot.html

Shuttle Between the Instructions and the Parameters of Large Language Models

Wangtao Sun, Haotian Xu, Huanxuan Liao, Xuanqing Yu, Zhongtao Jiang, Shizhu He, Jun Zhao, Kang Liu

机构 * The Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（认知与决策智能复杂系统实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Xiaohongshu Inc（小红书公司） ； Kuaishou Technology（快手技术） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 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、cs.LG

Do Large Language Models Know Conflict? Investigating Parametric vs. Non-Parametric Knowledge of LLMs for Conflict Forecasting

Apollinaire Poli Nemkova, Sarath Chandra Lingareddy, Sagnik Ray Choudhury, Mark V. Albert

机构 * University of North Texas（北卡罗来纳大学达勒姆分校） 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

SpatialPrompting: Keyframe-driven Zero-Shot Spatial Reasoning with Off-the-Shelf Multimodal Large Language Models

Shun Taguchi, Hideki Deguchi, Takumi Hamazaki, Hiroyuki Sakai

机构 * Toyota Central R&D Labs., Inc.（丰田中央研究实验室） 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、cs.AI

Comments 18 pages, 11 figures

GLoRE: Evaluating Logical Reasoning of Large Language Models

Hanmeng liu, Zhiyang Teng, Ruoxi Ning, Yiran Ding, Xiulai Li, Xiaozhang Liu, Yue Zhang

机构 * Hainan University（海南大学） ； Westlake University（西湖大学） ； ByteDance SG（字节跳动新加坡） 纠错

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

ClinicalGPT-R1: Pushing reasoning capability of generalist disease diagnosis with large language model

Wuyang Lan, Wenzheng Wang, Changwei Ji, Guoxing Yang, Yongbo Zhang, Xiaohong Liu, Song Wu, Guangyu Wang

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 8 pages, 6 figures

Cross-Lingual Consistency: A Novel Inference Framework for Advancing Reasoning in Large Language Models

Zhiwei Yu, Tuo Li, Changhong Wang, Hui Chen, Lang Zhou

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

Does "Reasoning" with Large Language Models Improve Recognizing, Generating, and Reframing Unhelpful Thoughts?

Yilin Qi, Dong Won Lee, Cynthia Breazeal, Hae Won Park

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 8 pages, 3 figures (including appendix)

PAVE: Patching and Adapting Video Large Language Models

Zhuoming Liu, Yiquan Li, Khoi Duc Nguyen, Yiwu Zhong, Yin Li

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

Comments CVPR2025 Camera Ready

Solving Situation Puzzles with Large Language Model and External Reformulation

Kun Li, Xinwei Chen, Tianyou Song, Chengrui Zhou, Zhuoran Liu, Zhenyan Zhang, Jiangjian Guo, Qing Shan

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.LG

Assessing Large Language Models for Automated Feedback Generation in Learning Programming Problem Solving

Priscylla Silva, Evandro Costa

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

Policy Frameworks for Transparent Chain-of-Thought Reasoning in Large Language Models

Yihang Chen, Haikang Deng, Kaiqiao Han, Qingyue Zhao

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

Cognitive Activation and Chaotic Dynamics in Large Language Models: A Quasi-Lyapunov Analysis of Reasoning Mechanisms

Xiaojian Li, Yongkang Leng, Ruiqing Ding, Hangjie Mo, Shanlin Yang

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

Don't Take Things Out of Context: Attention Intervention for Enhancing Chain-of-Thought Reasoning in Large Language Models

Shaotian Yan, Chen Shen, Wenxiao Wang, Liang Xie, Junjie Liu, Jieping Ye

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 by ICLR2025

Concise and Organized Perception Facilitates Reasoning in Large Language Models

Junjie Liu, Shaotian Yan, Chen Shen, Zhengdong Xiao, Liang Xie, Wenxiao Wang, Jieping Ye

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 by NAACL2025 Findings

Building Cooperative Embodied Agents Modularly with Large Language Models

Hongxin Zhang, Weihua Du, Jiaming Shan, Qinhong Zhou, Yilun Du, Joshua B. Tenenbaum, Tianmin Shu, Chuang Gan

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

Comments ICLR24. The first two authors contributed equally

Cross-Examiner: Evaluating Consistency of Large Language Model-Generated Explanations

Danielle Villa, Maria Chang, Keerthiram Murugesan, Rosario Uceda-Sosa, Karthikeyan Natesan Ramamurthy

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 21 pages, 4 figures

Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models

Zonghao Ying, Deyue Zhang, Zonglei Jing, Yisong Xiao, Quanchen Zou, Aishan Liu, Siyuan Liang, Xiangzheng Zhang, Xianglong Liu, Dacheng Tao

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

GraphEdit: Large Language Models for Graph Structure Learning

Zirui Guo, Lianghao Xia, Yanhua Yu, Yuling Wang, Kangkang Lu, Zhiyong Huang, Chao Huang

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

Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models

Panatchakorn Anantaprayoon, Masahiro Kaneko, Naoaki Okazaki

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 18 pages. Under review

Exploring and Evaluating Multimodal Knowledge Reasoning Consistency of Multimodal Large Language Models

Boyu Jia, Junzhe Zhang, Huixuan Zhang, Xiaojun Wan

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

Attentive Reasoning Queries: A Systematic Method for Optimizing Instruction-Following in Large Language Models

Bar Karov, Dor Zohar, Yam Marcovitz

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 Supplementary materials, including code, is available on our GitHub: https://github.com/emcie-co/parlant/tree/arqs-a-systematic-method-for-optimizing-instruction-following-in-llms

Zero-Shot Keyphrase Generation: Investigating Specialized Instructions and Multi-Sample Aggregation on Large Language Models

Jayanth Mohan, Jishnu Ray Chowdhury, Tomas Malik, Cornelia Caragea

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 at NAACL 2025

Show, Don't Tell: Evaluating Large Language Models Beyond Textual Understanding with ChildPlay

Gonçalo Hora de Carvalho, Oscar Knap, Robert Pollice

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

GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models

Zike Yuan, Ming Liu, Hui Wang, Bing Qin

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

Text2World: Benchmarking Large Language Models for Symbolic World Model Generation

Mengkang Hu, Tianxing Chen, Yude Zou, Yuheng Lei, Qiguang Chen, Ming Li, Yao Mu, Hongyuan Zhang, Wenqi Shao, Ping Luo

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 Project page: https://text-to-world.github.io/

FinLLM-B: When Large Language Models Meet Financial Breakout Trading

Kang Zhang, Osamu Yoshie, Lichao Sun, Weiran Huang

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 by NAACL 2025

On the logical skills of large language models: evaluations using arbitrarily complex first-order logic problems

Shokhrukh Ibragimov, Arnulf Jentzen, Benno Kuckuck

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.LG

Comments 67 pages, 24 figures