语言大模型 / LLM

Automated Repair of C Programs Using Large Language Models

Mahdi Farzandway, Fatemeh Ghassemi

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

NOVER: Incentive Training for Language Models via Verifier-Free Reinforcement Learning

Wei Liu, Siya Qi, Xinyu Wang, Chen Qian, Yali Du, Yulan He

机构 * King’s College London（伦敦国王学院） ； The Alan Turing Institute（艾伦·图灵研究所） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 20 pages, 5 tables, 12 figures. accepted to EMNLP 2025

Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks

Ilias Chatzistefanidis, Navid Nikaein

机构 * Eurecom（埃鲁埃康） 纠错

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

Comments Submitted to Computer Networks AI for 6G

Insertion Language Models: Sequence Generation with Arbitrary-Position Insertions

Dhruvesh Patel, Aishwarya Sahoo, Avinash Amballa, Tahira Naseem, Tim G. J. Rudner, Andrew McCallum

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

Comments Additional related work. Code available at: https://dhruveshp.com/projects/ilm

MoNaCo: More Natural and Complex Questions for Reasoning Across Dozens of Documents

Tomer Wolfson, Harsh Trivedi, Mor Geva, Yoav Goldberg, Dan Roth, Tushar Khot, Ashish Sabharwal, Reut Tsarfaty

机构 * University of Pennsylvania（宾夕法尼亚大学） ； Allen Institute for AI（人工智能研究院） ； Tel Aviv University（特拉维夫大学） ； Bar-Ilan University（巴伊兰大学） ； Oracle AI（Oracle人工智能） 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 Accepted for publication in Transactions of the Association for Computational Linguistics (TACL), 2025. Authors pre-print

JARVIS: A Neuro-Symbolic Commonsense Reasoning Framework for Conversational Embodied Agents

Kaizhi Zheng, Kaiwen Zhou, Jing Gu, Yue Fan, Jialu Wang, Zonglin Di, Xuehai He, Xin Eric Wang

机构 * University of California（加州大学） 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、cs.AI

Comments 19th International Conference on Neurosymbolic Learning and Reasoning

Youtu-GraphRAG: Vertically Unified Agents for Graph Retrieval-Augmented Complex Reasoning

Junnan Dong, Siyu An, Yifei Yu, Qian-Wen Zhang, Linhao Luo, Xiao Huang, Yunsheng Wu, Di Yin, Xing Sun

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

Comments 19 pages, 7 figures, 6 tables

Strefer: Empowering Video LLMs with Space-Time Referring and Reasoning via Synthetic Instruction Data

Honglu Zhou, Xiangyu Peng, Shrikant Kendre, Michael S. Ryoo, Silvio Savarese, Caiming Xiong, Juan Carlos Niebles

机构 * Salesforce AI Research（Salesforce AI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

Comments This technical report serves as the archival version of our paper accepted at the ICCV 2025 Workshop. For more information, please visit our project website: https://strefer.github.io/

SimpleTIR: End-to-End Reinforcement Learning for Multi-Turn Tool-Integrated Reasoning

Zhenghai Xue, Longtao Zheng, Qian Liu, Yingru Li, Xiaosen Zheng, Zejun Ma, Bo An

机构 * Nanyang Technological University（南洋理工大学） ； TikTok 纠错

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

CoreThink: A Symbolic Reasoning Layer to reason over Long Horizon Tasks with LLMs

Jay Vaghasiya, Omkar Ghugarkar, Vishvesh Bhat, Vipul Dholaria, Julian McAuley

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

Deep Research Agents: A Systematic Examination And Roadmap

Yuxuan Huang, Yihang Chen, Haozheng Zhang, Kang Li, Huichi Zhou, Meng Fang, Linyi Yang, Xiaoguang Li, Lifeng Shang, Songcen Xu, Jianye Hao, Kun Shao, Jun Wang

机构 * Deep Research Agents（深度研究代理） 纠错

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

TruthLens: Visual Grounding for Universal DeepFake Reasoning

Rohit Kundu, Shan Jia, Vishal Mohanty, Athula Balachandran, Amit K. Roy-Chowdhury

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

Complementarity, Augmentation, or Substitutivity? The Impact of Generative Artificial Intelligence on the U.S. Federal Workforce

William G. Resh, Yi Ming, Xinyao Xia, Michael Overton, Gul Nisa Gürbüz, Brandon De Bruhl

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

Comments 53 pages, 9 figures, 3 tables

Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning

Haoji Zhang, Xin Gu, Jiawen Li, Chixiang Ma, Sule Bai, Chubin Zhang, Bowen Zhang, Zhichao Zhou, Dongliang He, Yansong Tang

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

LawFlow: Collecting and Simulating Lawyers' Thought Processes on Business Formation Case Studies

Debarati Das, Khanh Chi Le, Ritik Sachin Parkar, Karin De Langis, Brendan Madson, Chad M. Berryman, Robin M. Willis, Daniel H. Moses, Brett McDonnell, Daniel Schwarcz, Dongyeop Kang

机构 * Computer Science and Engineering, University of Minnesota（计算机科学与工程系，明尼苏达大学） ； Law School, University of Minnesota（法学院，明尼苏达大学） 纠错

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

Comments Accepted at COLM 2025

CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks

Ping Yu, Jack Lanchantin, Tianlu Wang, Weizhe Yuan, Olga Golovneva, Ilia Kulikov, Sainbayar Sukhbaatar, Jason Weston, Jing Xu

机构 * FAIR at Meta（Meta的FAIR） 纠错

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