语言大模型 / LLM

Issue Localization via LLM-Driven Iterative Code Graph Searching

Zhonghao Jiang, Xiaoxue Ren, Meng Yan, Wei Jiang, Yong Li, Zhongxin Liu

机构 * The State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China（区块链与数据安全国家重点实验室，浙江大学，杭州，中国） ； School of Big Data and Software Engineering, Chongqing University, Chongqing, China（大数据与软件工程学院，重庆大学，重庆，中国） 纠错

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

Comments Accepted by ASE 2025

Haystack Engineering: Context Engineering for Heterogeneous and Agentic Long-Context Evaluation

Mufei Li, Dongqi Fu, Limei Wang, Si Zhang, Hanqing Zeng, Kaan Sancak, Ruizhong Qiu, Haoyu Wang, Xiaoxin He, Xavier Bresson, Yinglong Xia, Chonglin Sun, Pan Li

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Meta AI ； University of Illinois Urbana–Champaign（伊利诺伊大学厄巴纳-香槟分校） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Code available at https://github.com/Graph-COM/HaystackCraft

Understanding and Improving Information Preservation in Prompt Compression for LLMs

Weronika Łajewska, Momchil Hardalov, Laura Aina, Neha Anna John, Hang Su, Lluís Màrquez

机构 * University of Stavanger（斯塔万格大学） ； AWS AI Labs（AWS AI实验室） ； Technical University of Catalonia (UPC)（加泰罗尼亚理工大学） 纠错

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

Comments Accepted to EMNLP 2025 (Findings), 22 pages, 6 figures, 24 tables

Agentic-KGR: Co-evolutionary Knowledge Graph Construction through Multi-Agent Reinforcement Learning

Jing Li, Zhijie Sun, Zhicheng Zhou, Suming Qiu, Junjie Huang, Haijia Sun, Linyuan Qiu

机构 * Huawei Technologies Co., Ltd.（华为技术有限公司） 纠错

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

AgenticAD: A Specialized Multiagent System Framework for Holistic Alzheimer Disease Management

Adib Bazgir, Amir Habibdoust, Xing Song, Yuwen Zhang

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

COSMOS: A Hybrid Adaptive Optimizer for Memory-Efficient Training of LLMs

Liming Liu, Zhenghao Xu, Zixuan Zhang, Hao Kang, Zichong Li, Chen Liang, Weizhu Chen, Tuo Zhao

机构 * Georgia Tech（佐治亚理工学院） ； Microsoft（微软公司） 纠错

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

Comments 23 pages, 9 figures, 6 tables

Titans Revisited: A Lightweight Reimplementation and Critical Analysis of a Test-Time Memory Model

Gavriel Di Nepi, Federico Siciliano, Fabrizio Silvestri

机构 * Sapienza University of Rome（罗马萨皮恩扎大学） 纠错

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

Mem4Nav: Boosting Vision-and-Language Navigation in Urban Environments with a Hierarchical Spatial-Cognition Long-Short Memory System

Lixuan He, Haoyu Dong, Zhenxing Chen, Yangcheng Yu, Jie Feng, Yong Li

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

Comments The paper is currently under investigation regarding concerns of potential academic misconduct. While the investigation is ongoing, the authors have voluntarily requested to withdraw the manuscript

AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation

Ming Wang, Peidong Wang, Lin Wu, Xiaocui Yang, Daling Wang, Shi Feng, Yuxin Chen, Bixuan Wang, Yifei Zhang

机构 * School of Computer Science and Engineering, Northeastern University（计算机科学与工程学院，东北大学） ； Mental Health Education Center, Northeastern University（心理健康教育中心，东北大学） ； School of Sociology and Psychology, Central University of Finance and Economics（社会学与心理学学院，中央财经大学） ； School of Psychology, Northeast Normal University（心理学学院，东北师范大学） 纠错

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

Journal ref Findings of the Association for Computational Linguistics: ACL 2025