语言大模型 / LLM

SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity

Ishani Mondal, Meera Bharadwaj, Ayush Roy, Aparna Garimella, Jordan Lee Boyd-Graber

专题命中 后训练与偏好优化 ：preference optimization(abstract)；分类 cs.CL、cs.AI

Comments This requires some internal approval before the public release

FlowBack-Adjoint: Physics-Aware and Energy-Guided Conditional Flow-Matching for All-Atom Protein Backmapping

Alex Berlaga, Michael S. Jones, Andrew L. Ferguson

专题命中 后训练与偏好优化 ：post-training(abstract)

LaMPE: Length-aware Multi-grained Positional Encoding for Adaptive Long-context Scaling Without Training

Sikui Zhang, Guangze Gao, Ziyun Gan, Chunfeng Yuan, Zefeng Lin, Houwen Peng, Bing Li, Weiming Hu

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；pretraining(abstract)；分类 cs.CL

Comments 13 pages, 9 figures

Long Story Generation via Knowledge Graph and Literary Theory

Ge Shi, Kaiyu Huang, Guochen Feng

机构 * Beijing Jiaotong University（北京交通大学） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Why do LLMs attend to the first token?

Federico Barbero, Álvaro Arroyo, Xiangming Gu, Christos Perivolaropoulos, Michael Bronstein, Petar Veličković, Razvan Pascanu

机构 * University of Oxford（牛津大学） ； National University of Singapore（新加坡国立大学） ； Google DeepMind（谷歌DeepMind） 纠错

专题命中 长上下文与记忆 ：large language model(abstract)；language model(abstract)；分类 cs.CL

Error Detection and Correction for Interpretable Mathematics in Large Language Models

Yijin Yang, Cristina Cornelio, Mario Leiva, Paulo Shakarian

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

Enhancing Japanese Large Language Models with Reasoning Vectors

Carolina Minami Oguchi, Leo Wei, Koyo Kobayashi, Hsin-Tai Wu, Dipak Ghosal

机构 * University of California, Davis（加州大学戴维斯分校） ； Santa Clara University（圣克拉拉大学） ； NTT DOCOMO, INC（NTT DOCOMO公司） ； DOCOMO Innovations, Inc（DOCOMO创新公司） 纠错

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

Can Large Language Models Identify Materials from Radar Signals?

Jiangyou Zhu, Hongyu Deng, He Chen

机构 * 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)；LLM(abstract)

Managing Escalation in Off-the-Shelf Large Language Models

Sebastian Elbaum, Jonathan Panter

机构 * Council on Foreign Relations and University of Virginia（美国对外关系委员会和弗吉尼亚大学） ； Council on Foreign Relations（美国对外关系委员会） 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

NeuroSync: Intent-Aware Code-Based Problem Solving via Direct LLM Understanding Modification

Wenshuo Zhang, Leixian Shen, Shuchang Xu, Jindu Wang, Jian Zhao, Huamin Qu, Linping Yuan

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； University of Waterloo（滑铁卢大学） 纠错

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

Comments Accepted in UIST 2025

A Comparative Study of Neurosymbolic AI Approaches to Interpretable Logical Reasoning

Michael K. Chen

机构 * Raffles Institution（拉夫斯学院） 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、cs.LG

Comments Accepted to NeSy 2025

CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward

Shudong Liu, Hongwei Liu, Junnan Liu, Linchen Xiao, Songyang Gao, Chengqi Lyu, Yuzhe Gu, Wenwei Zhang, Derek F. Wong, Songyang Zhang, Kai Chen

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； NLP 2 CT Lab, University of Macau（澳门大学自然语言处理与计算机视觉实验室） ； University of Macau（澳门大学） 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

Comments Technical Report; 31 Pages

Bridging LLMs and Symbolic Reasoning in Educational QA Systems: Insights from the XAI Challenge at IJCNN 2025

Long S. T. Nguyen, Khang H. N. Vo, Thu H. A. Nguyen, Tuan C. Bui, Duc Q. Nguyen, Thanh-Tung Tran, Anh D. Nguyen, Minh L. Nguyen, Fabien Baldacci, Thang H. Bui, Emanuel Di Nardo, Angelo Ciaramella, Son H. Le, Ihsan Ullah, Lorenzo Di Rocco, Tho T. Quan

机构 * URA Research Group, Ho Chi Minh City University of Technology (HCMUT), Vietnam ； Ho Chi Minh City International University (HCMIU), Vietnam ； University of South-Eastern Norway, Norway ； Japan Advanced Institute of Science ； Univ. Bordeaux, CNRS, Bordeaux INP, LaBRI, UMR 5800, F-33400 Talence, France ； University of Naples Parthenope, Italy ； VNU Information Technology Institute, Vietnam National University, Vietnam ； Visual Intelligence Lab, School of Computer Science \& Insight Center for Data Analyitcs, University of Galway, Ireland ； Sapienza University of Rome, Italy 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

Comments The XAI Challenge @ TRNS-AI Workshop, IJCNN 2025: Explainable AI for Educational Question Answering. Website: https://sites.google.com/view/trns-ai/challenge/

An Auditable Agent Platform For Automated Molecular Optimisation

Atabey Ünlü, Phil Rohr, Ahmet Celebi

机构 * DeltaWave 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.LG

Cognitive Loop via In-Situ Optimization: Self-Adaptive Reasoning for Science

Newman Cheng, Gordon Broadbent, William Chappell

机构 * Microsoft Discovery and Quantum, Office of the Chief Technology Officer（微软发现与量子，首席技术官办公室） 纠错

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

LaTCoder: Converting Webpage Design to Code with Layout-as-Thought

Yi Gui, Zhen Li, Zhongyi Zhang, Guohao Wang, Tianpeng Lv, Gaoyang Jiang, Yi Liu, Dongping Chen, Yao Wan, Hongyu Zhang, Wenbin Jiang, Xuanhua Shi, Hai Jin

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

Comments KDD 2025 v2

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

Xufang Luo, Yuge Zhang, Zhiyuan He, Zilong Wang, Siyun Zhao, Dongsheng Li, Luna K. Qiu, Yuqing Yang

机构 * Microsoft Research（微软研究院） 纠错

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

Geoint-R1: Formalizing Multimodal Geometric Reasoning with Dynamic Auxiliary Constructions

Jingxuan Wei, Caijun Jia, Qi Chen, Honghao He, Linzhuang Sun, Conghui He, Lijun Wu, Bihui Yu, Cheng Tan

机构 * Shenyang institute of computing technology, Chinese academy of sciences（沈阳计算技术研究所，中国科学院） ； Shanghai AI Laboratory（上海人工智能实验室） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

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

Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning

Rui Pu, Chaozhuo Li, Rui Ha, Litian Zhang, Lirong Qiu, Xi Zhang

机构 * Key Laboratory of Trustworthy Distributed Computing and Service (MoE)（可信分布式计算与服务重点实验室） 纠错

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

The AlphaPhysics Term Rewriting System for Marking Algebraic Expressions in Physics Exams

Peter Baumgartner, Lachlan McGinness

机构 * CSIRO/Data61 and Australian National University（CSIRO/Data61和澳大利亚国立大学） ； Australian National University and CSIRO/Data61（澳大利亚国立大学和CSIRO/Data61） 纠错

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

CookBench: A Long-Horizon Embodied Planning Benchmark for Complex Cooking Scenarios

Muzhen Cai, Xiubo Chen, Yining An, Jiaxin Zhang, Xuesong Wang, Wang Xu, Weinan Zhang, Ting Liu

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

Comments 9 pages, 5 figures

Robot builds a robot's brain: AI generated drone command and control station hosted in the sky

Peter Burke

机构 * Department of Electrical Engineering and Computer Science, University of California, Irvine（电气工程与计算机科学系，加州大学伊文斯顿分校） 纠错

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

Goedel-Prover-V2: Scaling Formal Theorem Proving with Scaffolded Data Synthesis and Self-Correction

Yong Lin, Shange Tang, Bohan Lyu, Ziran Yang, Jui-Hui Chung, Haoyu Zhao, Lai Jiang, Yihan Geng, Jiawei Ge, Jingruo Sun, Jiayun Wu, Jiri Gesi, Ximing Lu, David Acuna, Kaiyu Yang, Hongzhou Lin, Yejin Choi, Danqi Chen, Sanjeev Arora, Chi Jin

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

Comments 24 pages, 10 figures, 4 tables

Reinforcing VLMs to Use Tools for Detailed Visual Reasoning Under Resource Constraints

Sunil Kumar, Bowen Zhao, Leo Dirac, Paulina Varshavskaya

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

Game Theory Meets Large Language Models: A Systematic Survey with Taxonomy and New Frontiers

Haoran Sun, Yusen Wu, Peng Wang, Wei Chen, Yukun Cheng, Xiaotie Deng, Xu Chu

机构 * CFCS, School of Computer Science, Peking University（计算机科学系，北京大学） ； School of Business, Jiangnan University（商学院，江南大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Comments A shorter conference version is published in IJCAI 2025, titled 'Game Theory Meets Large Language Models: A Systematic Survey'

On the Evaluation of Large Language Models in Multilingual Vulnerability Repair

Dong wang, Junji Yu, Honglin Shu, Michael Fu, Chakkrit Tantithamthavorn, Yasutaka Kamei, Junjie Chen

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Multi-Objective Infeasibility Diagnosis for Routing Problems Using Large Language Models

Kai Li, Ruihao Zheng, Xinye Hao, Zhenkun Wang

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

LLM4Decompile: Decompiling Binary Code with Large Language Models

Hanzhuo Tan, Qi Luo, Jing Li, Yuqun Zhang

机构 * Department of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China（南方科技大学计算机科学与工程系） ； Department of Computing, The Hong Kong Polytechnic University, HKSAR, China（香港理工大学计算机系） ； Research Centre for Data Science & Artificial Intelligence（数据科学与人工智能研究中心） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Journal ref Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

The Impostor is Among Us: Can Large Language Models Capture the Complexity of Human Personas?

Christopher Lazik, Christopher Katins, Charlotte Kauter, Jonas Jakob, Caroline Jay, Lars Grunske, Thomas Kosch

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

SAGE-HLS: Syntax-Aware AST-Guided LLM for High-Level Synthesis Code Generation

M Zafir Sadik Khan, Nowfel Mashnoor, Mohammad Akyash, Kimia Azar, Hadi Kamali

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Accepted to the IEEE International Conference on Computer Design (ICCD 2025)