语言大模型 / LLM

Understanding Impact of Human Feedback via Influence Functions

Taywon Min, Haeone Lee, Yongchan Kwon, Kimin Lee

机构 * KAIST（韩国科学技术院） ； Columbia University（哥伦比亚大学） 纠错

专题命中 后训练与偏好优化 ：RLHF(abstract,comments)；LLM(abstract)；large language model(abstract)；language model(abstract)

Comments Accepted at ACL 2025, Source code: https://github.com/mintaywon/IF_RLHF

Journal ref Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics 63 (2025) 27471-27500

FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus

Qiaoqiao Jin, Siming Fu, Dong She, Weinan Jia, Hualiang Wang, Mu Liu, Jidong Jiang

机构 * ByteDance FanQie（字节跳动FanQie） 纠错

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

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Qi Yang, Bolin Ni, Shiming Xiang, Han Hu, Houwen Peng, Jie Jiang

机构 * Tencent Hunyuan Team（腾讯文言团队） ； Institute of Automation, CAS（中国科学院自动化研究所） 纠错

专题命中 后训练与偏好优化 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments 20 pages, 14 figures, 5 tables

Group Relative Policy Optimization for Speech Recognition

Prashanth Gurunath Shivakumar, Yile Gu, Ankur Gandhe, Ivan Bulyko

专题命中 后训练与偏好优化 ：large language model(abstract)；language model(abstract)

Comments Accepted for ASRU 2025

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning

Hongjin Qian, Zheng Liu

机构 * BAAI（北京人工智能研究院） 纠错

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

Comments Technical Report, 14 pages

FantasyHSI: Video-Generation-Centric 4D Human Synthesis In Any Scene through A Graph-based Multi-Agent Framework

Lingzhou Mu, Qiang Wang, Fan Jiang, Mengchao Wang, Yaqi Fan, Mu Xu, Kai Zhang

专题命中 后训练与偏好优化 ：preference optimization(abstract)

Comments https://fantasy-amap.github.io/fantasy-hsi/

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Yixin Liu, Guibin Zhang, Kun Wang, Shiyuan Li, Shirui Pan

机构 * Griffith University（格里菲斯大学） ； National University of Singapore（国立新加坡大学） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments 15 pages, 7 figures

LLMHoney: A Real-Time SSH Honeypot with Large Language Model-Driven Dynamic Response Generation

Pranjay Malhotra

专题命中 长上下文与记忆 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 7 Pages

LLM-Assisted Iterative Evolution with Swarm Intelligence Toward SuperBrain

Li Weigang, Pedro Carvalho Brom, Lucas Ramson Siefert

机构 * TransLab, Computer Science Department University of Brasilia（TransLab，计算机科学系巴西大学） ； Math Department Federal Institute of Brasilia（数学系巴西联邦理工学院） 纠错

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

Comments 24 pages, 5 figures

Surface Fairness, Deep Bias: A Comparative Study of Bias in Language Models

Aleksandra Sorokovikova, Pavel Chizhov, Iuliia Eremenko, Ivan P. Yamshchikov

机构 * Constructor University（Constructor大学） ； CAIRO, THWS, Würzburg（CAIRO、THWS、弗赖堡） ； University of Kassel（卡塞尔大学） 纠错

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

KubeIntellect: A Modular LLM-Orchestrated Agent Framework for End-to-End Kubernetes Management

Mohsen Seyedkazemi Ardebili, Andrea Bartolini

专题命中 长上下文与记忆 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

MLP-Offload: Multi-Level, Multi-Path Offloading for LLM Pre-training to Break the GPU Memory Wall

Avinash Maurya, M. Mustafa Rafique, Franck Cappello, Bogdan Nicolae

机构 * Argonne National Laboratory（阿贡国家实验室） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

专题命中 长上下文与记忆 ：LLM(title,abstract)；分类 cs.AI、cs.LG

Comments SC'25: The International Conference for High Performance Computing, Networking, Storage and Analysis

Journal ref SC'25: The International Conference for High Performance Computing, Networking, Storage and Analysis, 2025

MeVe: A Modular System for Memory Verification and Effective Context Control in Language Models

Andreas Ottem

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 16 pages, 7 figures, held online presentation at NLPA 2025

Towards Compute-Optimal Many-Shot In-Context Learning

Shahriar Golchin, Yanfei Chen, Rujun Han, Manan Gandhi, Tianli Yu, Swaroop Mishra, Mihai Surdeanu, Rishabh Agarwal, Chen-Yu Lee, Tomas Pfister

机构 * University of Arizona（亚利桑那大学） ； Google Cloud AI Research（谷歌云人工智能研究） ； 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、cs.AI、cs.LG

Comments Final version; accepted at COLM 2025

GraphKV: Breaking the Static Selection Paradigm with Graph-Based KV Cache Eviction

Xuelin Li, Xiangqi Jin, Linfeng Zhang

机构 * EPIC Lab, Shanghai Jiao Tong University（上海交通大学EPIC实验室） 纠错

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

HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution

Jinzhou Tang, Jusheng Zhang, Qinhan Lv, Sidi Liu, Jing Yang, Chengpei Tang, Keze Wang

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

TopoNav: Topological Graphs as a Key Enabler for Advanced Object Navigation

Peiran Liu, Qiang Zhang, Daojie Peng, Lingfeng Zhang, Yihao Qin, Hang Zhou, Jun Ma, Renjing Xu, Yiding Ji

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； Beijing Innovation Center of Humanoid Robotics Co., Ltd.（北京人形机器人创新中心有限公司） ； Shenzhen International Graduate School, Tsinghua University（深圳国际研究生学院，清华大学） 纠错

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

DTRNet: Dynamic Token Routing Network to Reduce Quadratic Costs in Transformers

Aman Sharma, Saeed Najafi, Parsa Farinneya, Benyamin Jamialahmadi, Marzieh S. Tahaei, Yuhe Fan, Mehdi Rezagholizadeh, Boxing Chen, Aref Jafari

机构 * Huawei（华为） 纠错

专题命中 长上下文与记忆 ：LLM(abstract)；分类 cs.CL、cs.LG

Deep Tensor Network

Yifan Zhang

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

Illuminating Patterns of Divergence: DataDios SmartDiff for Large-Scale Data Difference Analysis

Aryan Poduri, Yashwant Tailor

机构 * DataDios 纠错

专题命中 长上下文与记忆 ：LLM(abstract)；分类 cs.LG

Comments 10 pages, 4 figures

Txt2Sce: Scenario Generation for Autonomous Driving System Testing Based on Textual Reports

Pin Ji, Yang Feng, Zongtai Li, Xiangchi Zhou, Jia Liu, Jun Sun, Zhihong Zhao

专题命中 长上下文与记忆 ：LLM(abstract)

Content-Aware Foveated Camera for Multi-Target Tracking

Zihan Zang, Do Young Kim, Yifeng Zeng, Liang Gao

专题命中 长上下文与记忆 ：SLM(abstract)

Implicit Reasoning in Large Language Models: A Comprehensive Survey

Jindong Li, Yali Fu, Li Fan, Jiahong Liu, Yao Shu, Chengwei Qin, Menglin Yang, Irwin King, Rex Ying

机构 * Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Jilin University（吉林大学） ； The Chinese University of Hong Kong（香港中文大学） ； Yale University（耶鲁大学） 纠错

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

GIER: Gap-Driven Self-Refinement for Large Language Models

Rinku Dewri

机构 * University of Denver（丹佛大学） 纠错

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

SHERPA: A Model-Driven Framework for Large Language Model Execution

Boqi Chen, Kua Chen, José Antonio Hernández López, Gunter Mussbacher, Dániel Varró, Amir Feizpour

机构 * Electrical and Computer Engineering, McGill University, Canada（麦吉尔大学电气与计算机工程系） ； Department of Computer Science and Systems, University of Murcia, Spain（穆尔西亚大学计算机科学与系统系） ； Aggregate Intellect Inc., Canada（聚合智力公司） 纠错

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

Comments MODELS 2025

The Resurgence of GCG Adversarial Attacks on Large Language Models

Yuting Tan, Xuying Li, Zhuo Li, Huizhen Shu, Peikang Hu

机构 * HydroX AI San Jose CA USA（HydroX AI） 纠错

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

Comments 12 pages, 5 figures

Exploring Large Language Models in Resolving Environment-Related Crash Bugs: Localizing and Repairing

Xueying Du, Mingwei Liu, Hanlin Wang, Juntao Li, Xin Peng, Yiling Lou

机构 * Department of Computer Science, Fudan University（复旦大学计算机科学系） ； School of Software Engineering, Sun Yat-sen University（中山大学软件学院） ； Institute for Clarity in Documentation（文档清晰研究所） ； Inria Paris-Rocquencourt（巴黎-鲁西永研究所） ； Rajiv Gandhi University（拉朱·甘地大学） ； Tsinghua University（清华大学） ； Palmer Research Laboratories（帕勒尔研究实验室） 纠错

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

Exploring Reasoning-Infused Text Embedding with Large Language Models for Zero-Shot Dense Retrieval

Yuxiang Liu, Tian Wang, Gourab Kundu, Tianyu Cao, Guang Cheng, Zhen Ge, Jianshu Chen, Qingjun Cui, Trishul Chilimbi

机构 * University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Amazon（亚马逊） 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

Comments CIKM 2025

An Automated Attack Investigation Approach Leveraging Threat-Knowledge-Augmented Large Language Models

Rujie Dai, Peizhuo Lv, Yujiang Gui, Qiujian Lv, Yuanyuan Qiao, Yan Wang, Degang Sun, Weiqing Huang, Yingjiu Li, XiaoFeng Wang

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

Extracting OPQRST in Electronic Health Records using Large Language Models with Reasoning

Zhimeng Luo, Abhibha Gupta, Adam Frisch, Daqing He

机构 * School of Computing and Information University of Pittsburgh（计算与信息学院 西弗吉尼亚大学） ； Department of Emergency Medicine University of Pittsburgh（急诊医学系 西弗吉尼亚大学） 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.AI