语言大模型 / LLM

Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance

Zixuan Wang, Yu Sun, Hongwei Wang, Baoyu Jing, Xiang Shen, Xin Dong, Zhuolin Hao, Hongyu Xiong, Yang Song

机构 * TikTok Inc.（字节跳动公司） 纠错

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

Comments Camera Ready for EMNLP 2025

LLM-GROP: Visually Grounded Robot Task and Motion Planning with Large Language Models

Xiaohan Zhang, Yan Ding, Yohei Hayamizu, Zainab Altaweel, Yifeng Zhu, Yuke Zhu, Peter Stone, Chris Paxton, Shiqi Zhang

机构 * The State University of New York at Binghamton（纽约州立大学布林顿分校） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Sony AI（索尼人工智能） ； Hello Robot（Hello Robot公司） ； Shanghai AI Laboratory（上海人工智能实验室） ； OneStar Robotics（OneStar机器人） 纠错

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

Journal ref The International Journal of Robotics Research, 2025, Vol. 0(0), pp. 1-19

PCRLLM: Proof-Carrying Reasoning with Large Language Models under Stepwise Logical Constraints

Tangrui Li, Pei Wang, Hongzheng Wang Christian Hahm, Matteo Spatola, Justin Shi

机构 * Temple University（特拉华大学） 纠错

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

PerspAct: Enhancing LLM Situated Collaboration Skills through Perspective Taking and Active Vision

Sabrina Patania, Luca Annese, Anita Pellegrini, Silvia Serino, Anna Lambiase, Luca Pallonetto, Silvia Rossi, Simone Colombani, Tom Foulsham, Azzurra Ruggeri, Dimitri Ognibene

机构 * University of Milan-Bicocca（米兰-比科卡大学） ； University of Naples Federico II（那不勒斯费德里科二世大学） ； Oversonic Robotics（Oversonic机器人公司） ； University of Essex（埃塞克斯大学） ； TUM School of Social Sciences and Technology（慕尼黑技术大学社会科学与技术学院） 纠错

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

Comments Accepted at IAS19

A Two-Stage System for Layout-Controlled Image Generation using Large Language Models and Diffusion Models

Jan-Hendrik Koch, Jonas Krumme, Konrad Gadzicki

机构 * Cognitive Neuroinformatics University of Bremen（认知神经信息学不莱梅大学） 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 12 pages, 5 figures

DynaAct: Large Language Model Reasoning with Dynamic Action Spaces

Xueliang Zhao, Wei Wu, Jian Guan, Qintong Li, Lingpeng Kong

机构 * The University of Hong Kong（香港大学） ； Ant Group（蚂蚁集团） 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、cs.LG

Comments Accepted to NeurIPS 2025

Computational Blueprints: Generating Isomorphic Mathematics Problems with Large Language Models

Jeong-Hoon Kim, Jinwoo Nam, Geunsik Jo

机构 * Turing Co. Ltd.（图灵公司） 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

Comments EMNLP2025 Industry Track

Procedural Knowledge Improves Agentic LLM Workflows

Vincent Hsiao, Mark Roberts, Leslie Smith

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

Can LLM Agents Really Debate? A Controlled Study of Multi-Agent Debate in Logical Reasoning

Haolun Wu, Zhenkun Li, Lingyao Li

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

Comments 20 pages, 6 figures

DRAGON: Guard LLM Unlearning in Context via Negative Detection and Reasoning

Yaxuan Wang, Chris Yuhao Liu, Quan Liu, Jinglong Pang, Wei Wei, Yujia Bao, Yang Liu

机构 * University of California, Santa Cruz（加州大学圣克ruz分校） ； Center for Advanced AI, Accenture（Accenture高级人工智能中心） 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 Please refer to the NeurIPS 2025 submission: https://openreview.net/forum?id=FNuul0hlin The paper has been accepted to the ICML 2025 MUGen Workshop: https://openreview.net/forum?id=ET24oKP23c

Numerical Sensitivity and Robustness: Exploring the Flaws of Mathematical Reasoning in Large Language Models

Zhishen Sun, Guang Dai, Ivor Tsang, Haishan Ye

机构 * Xi’an Jiaotong University（西安交通大学） ； SGIT AI Lab（SGIT人工智能实验室） ； A*STAR 纠错

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

A Multimodal Recaptioning Framework to Account for Perceptual Diversity Across Languages in Vision-Language Modeling

Kyle Buettner, Jacob T. Emmerson, Adriana Kovashka

机构 * Intelligent Systems Program（智能系统项目） ； Department of Computer Science（计算机科学系） 纠错

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

Comments Accepted at IJCNLP-AACL 2025 (Main)

Enrich-on-Graph: Query-Graph Alignment for Complex Reasoning with LLM Enriching

Songze Li, Zhiqiang Liu, Zhengke Gui, Huajun Chen, Wen Zhang

机构 * Zhejiang University（浙江大学） ； Ant Group（蚂蚁集团） ； ZJU-Ant Group Joint Lab of Knowledge Graph（浙江大学-蚂蚁集团知识图谱联合实验室） 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.CL

Journal ref EMNLP 2025, pages 7683-7703

Towards AI-Assisted Generation of Military Training Scenarios

Soham Hans, Volkan Ustun, Benjamin Nye, James Sterrett, Matthew Green

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

Dual-Process Scaffold Reasoning for Enhancing LLM Code Debugging

Po-Chung Hsieh, Chin-Po Chen, Jeng-Lin Li, Ming-Ching Chang

机构 * National Taiwan University（国立台湾大学） ； AI Research Center, Inventec Corporation（Inventec公司人工智能研究中心） ； University at Albany, SUNY（纽约州立大学阿尔巴尼分校） 纠错

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

Comments 5 pages, 2 figures

CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning

Lauren Deason, Adam Bali, Ciprian Bejean, Diana Bolocan, James Crnkovich, Ioana Croitoru, Krishna Durai, Chase Midler, Calin Miron, David Molnar, Brad Moon, Bruno Ostarcevic, Alberto Peltea, Matt Rosenberg, Catalin Sandu, Arthur Saputkin, Sagar Shah, Daniel Stan, Ernest Szocs, Shengye Wan, Spencer Whitman, Sven Krasser, Joshua Saxe

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

Knowledge-Augmented Long-CoT Generation for Complex Biomolecular Reasoning

Tianwen Lyu, Xiang Zhuang, Keyan Ding, Xinzhe Cao, Lei Liang, Wei Zhao, Qiang Zhang, Huajun Chen

机构 * The Polytechnic Institute, Zhejiang University（浙江大学Polytechnic学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University（浙江大学Hangzhou全球科技创新中心） ； University of Oxford（牛津大学） ； Ant Group（蚂蚁集团） ； University of Aberdeen（阿伯丁大学） ； ZJU-UIUC Institute, Zhejiang University（浙江大学UIUC研究院） 纠错

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

Neurophysiological Characteristics of Adaptive Reasoning for Creative Problem-Solving Strategy

Jun-Young Kim, Young-Seok Kweon, Gi-Hwan Shin, Seong-Whan Lee

机构 * Dept. of Artificial Intelligence（人工智能系） ； Korea University（韩国大学） ； Dept. of Brain and Cognitive Engineering（脑科学与认知工程系） 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 4 pages, 4 figures, 1 table,

Sparse3DPR: Training-Free 3D Hierarchical Scene Parsing and Task-Adaptive Subgraph Reasoning from Sparse RGB Views

Haida Feng, Hao Wei, Zewen Xu, Haolin Wang, Chade Li, Yihong Wu

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

SemanticForge: Repository-Level Code Generation through Semantic Knowledge Graphs and Constraint Satisfaction

Wuyang Zhang, Chenkai Zhang, Zhen Luo, Jianming Ma, Wangming Yuan, Chuqiao Gu, Chenwei Feng

机构 * Department of Elec.&Comp. Science, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校电子与计算机科学系） ； Department of Computer Sys. Engineering, Northeastern University（东北大学计算机系统工程系） ； Department of Computer Science, George Mason University（乔治·梅森大学计算机科学系） ； Department of Info. Networking Institude, Carnegie Mellon University（卡内基梅隆大学信息网络研究所） ； Department of Computer & Mathematical Sciences, Auckland University of Technology（奥克兰理工大学计算机与数学科学系） 纠错

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

Journal ref INNO-PRESS: Journal of Emerging Applied AI, 2025

Test-time Diverse Reasoning by Riemannian Activation Steering

Ly Tran Ho Khanh, Dongxuan Zhu, Man-Chung Yue, Viet Anh Nguyen

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

Comments 19 pages, 6 figures. Accepted for publication at AAAI 2026 (40th AAAI Conference on Artificial Intelligence)

Multi-Agent GraphRAG: A Text-to-Cypher Framework for Labeled Property Graphs

Anton Gusarov, Anastasia Volkova, Valentin Khrulkov, Andrey Kuznetsov, Evgenii Maslov, Ivan Oseledets

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

Comments Code to be released

MSCR: Exploring the Vulnerability of LLMs' Mathematical Reasoning Abilities Using Multi-Source Candidate Replacement

Zhishen Sun, Guang Dai, Haishan Ye

机构 * Xi’an Jiaotong University（西安交通大学） ； SGIT AI Lab（SGIT人工智能实验室） 纠错

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

VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use

Zhehao Zhang, Ryan Rossi, Tong Yu, Franck Dernoncourt, Ruiyi Zhang, Jiuxiang Gu, Sungchul Kim, Xiang Chen, Zichao Wang, Nedim Lipka

机构 * Adobe 纠错

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

Comments AAAI 2026

A Decentralized Retrieval Augmented Generation System with Source Reliabilities Secured on Blockchain

Yining Lu, Wenyi Tang, Max Johnson, Taeho Jung, Meng Jiang

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

Knowledge-Guided Textual Reasoning for Explainable Video Anomaly Detection via LLMs

Hari Lee

机构 * Hari Lee 纠错

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