语言大模型 / LLM

Segment Anything for Video: A Comprehensive Review of Video Object Segmentation and Tracking from Past to Future

Guoping Xu, Jayaram K. Udupa, Yajun Yu, Hua-Chieh Shao, Songlin Zhao, Wei Liu, You Zhang

专题命中 长上下文与记忆 ：foundation model(abstract)；prompting(abstract)

Comments 45 pages, 21 figures

VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges

Yuxuan Wang, Yiqi Song, Cihang Xie, Yang Liu, Zilong Zheng

机构 * NLCo Lab, State Key Laboratory of General Artificial Intelligence, BIGAI（NLCo实验室、国家一般人工智能重点实验室、BIGAI） ； School of Computer Science & Technology, Beijing Institute of Technology（计算机科学与技术学院、北京理工大学） ； Computer Science and Engineering, University of California（计算机科学与工程系、加州大学） ； Wangxuan Institute of Computer Technology, Peking University（王轩计算机技术研究所、北京大学） 纠错

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

Comments To appear at ICCV 2025

Prompting Large Language Models with Partial Knowledge for Answering Questions with Unseen Entities

Zhichao Yan, Jiapu Wang, Jiaoyan Chen, Yanyan Wang, Hongye Tan, Jiye Liang, Xiaoli Li, Ru Li, Jeff Z. Pan

机构 * School of Computer and Information Technology, Shanxi University（山西大学计算机与信息学院） ； Beijing University of Technology（北京理工大学） ； Department of Computer Science, University of Manchester（曼彻斯特大学计算机科学系） ； Singapore University of Technology and Design（新加坡科技与设计大学） ； ILCC, School of Informatics, University of Edinburgh（爱丁堡大学信息学院ILCC） 纠错

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

Exploring Direct Instruction and Summary-Mediated Prompting in LLM-Assisted Code Modification

Ningzhi Tang, Emory Smith, Yu Huang, Collin McMillan, Toby Jia-Jun Li

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

MArgE: Meshing Argumentative Evidence from Multiple Large Language Models for Justifiable Claim Verification

Ming Pok Ng, Junqi Jiang, Gabriel Freedman, Antonio Rago, Francesca Toni

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、cs.AI

L3M+P: Lifelong Planning with Large Language Models

Krish Agarwal, Yuqian Jiang, Jiaheng Hu, Bo Liu, Peter Stone

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.AI

A Multi-Agent Pokemon Tournament for Evaluating Strategic Reasoning of Large Language Models

Tadisetty Sai Yashwanth, Dhatri C

机构 * TuriLabs 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.AI

Intent-Based Network for RAN Management with Large Language Models

Fransiscus Asisi Bimo, Maria Amparo Canaveras Galdon, Chun-Kai Lai, Ray-Guang Cheng, Edwin K. P. Chong

机构 * National Taiwan University of Science and Technology（台湾科技大学） ； NVIDIA（NVIDIA公司） ； Colorado State University（科罗拉多州立大学） 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.AI

Comments 5 pages, 3 figures, submitted to IEEE Globecom 2025

Interpreting Multi-band Galaxy Observations with Large Language Model-Based Agents

Zechang Sun, Yuan-Sen Ting, Yaobo Liang, Nan Duan, Song Huang, Zheng Cai

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

Comments Accepted at the NIPS ML4PS Workshop 2024. The journal version is in preparation. Code and data will be fully made public following the journal publication. We welcome any comments and feedback

An analysis of AI Decision under Risk: Prospect theory emerges in Large Language Models

Kenneth Payne

机构 * King’s College London（伦敦国王学院） 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

Comments 26 pages, 2 figures, 9 tables, 2 appendices

StackTrans: From Large Language Model to Large Pushdown Automata Model

Kechi Zhang, Ge Li, Jia Li, Huangzhao Zhang, Yihong Dong, Jia Li, Jingjing Xu, Zhi Jin

机构 * Key Lab of High Confidence Software Technology (PKU), Ministry of Education（高等教育部高性能软件技术重点实验室） ； School of Computer Science, Peking University（北京大学计算机科学学院） ； College of AI, Tsinghua University（清华大学人工智能学院） ； ByteDance（字节跳动） 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

Everyone Contributes! Incentivizing Strategic Cooperation in Multi-LLM Systems via Sequential Public Goods Games

Yunhao Liang, Yuan Qu, Jingyuan Yang, Shaochong Lin, Zuo-Jun Max Shen

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

Testing the Untestable? An Empirical Study on the Testing Process of LLM-Powered Software Systems

Cleyton Magalhaes, Italo Santos, Brody Stuart-Verner, Ronnie de Souza Santos

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

Modular Arithmetic: Language Models Solve Math Digit by Digit

Tanja Baeumel, Daniil Gurgurov, Yusser al Ghussin, Josef van Genabith, Simon Ostermann

机构 * German Research Center for AI (DFKI)（德国人工智能研究中心（DFKI）） ； Saarland University（萨尔兰大学） ； Center for European Research in Trusted AI (CERTAIN)（可信人工智能欧洲研究中心（CERTAIN）） 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

Accelerating LLM Reasoning via Early Rejection with Partial Reward Modeling

Seyyed Saeid Cheshmi, Azal Ahmad Khan, Xinran Wang, Zirui Liu, Ali Anwar

机构 * University of Minnesota（明尼苏达大学） 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.AI、cs.LG

Trustworthy Reasoning: Evaluating and Enhancing Factual Accuracy in LLM Intermediate Thought Processes

Rui Jiao, Yue Zhang, Jinku Li

机构 * School of Cyber Engineering, Xidian University（西安电子科技大学电子工程学院） ； School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） 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

Kestrel: 3D Multimodal LLM for Part-Aware Grounded Description

Mahmoud Ahmed, Junjie Fei, Jian Ding, Eslam Mohamed Bakr, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡斯特大学） 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

Understanding Foundation Models: Are We Back in 1924?

Alan F. Smeaton

机构 * Dublin City University（都柏林城市大学） 纠错

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

Comments 7 pages, 4 Figures, to appear in Proceedings of the 2nd International Conference on Foundation and Large Language Models (FLLM2024) 26-29 November, 2024, Dubai, UAE

DBAIOps: A Reasoning LLM-Enhanced Database Operation and Maintenance System using Knowledge Graphs

Wei Zhou, Peng Sun, Xuanhe Zhou, Qianglei Zang, Ji Xu, Tieying Zhang, Guoliang Li, Fan Wu

机构 * Shanghai Jiao Tong University（上海交通大学） ； Baisheng (Shenzhen) Technology Co., Ltd.（柏盛（深圳）科技有限公司） ； Tsinghua University（清华大学） 纠错

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

Comments DBAIOps supports 25 database systems and has been deployed in 20 real-world scenarios, covering domains like finance, energy, and healthcare. See website at: https://www.dbaiops.com; See code at: https://github.com/weAIDB/DBAIOps/

Plan-and-Act: Improving Planning of Agents for Long-Horizon Tasks

Lutfi Eren Erdogan, Nicholas Lee, Sehoon Kim, Suhong Moon, Hiroki Furuta, Gopala Anumanchipalli, Kurt Keutzer, Amir Gholami

机构 * University of Tokyo（东京大学） 纠错

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

Journal ref ICML 2025

Tree-of-Code: A Tree-Structured Exploring Framework for End-to-End Code Generation and Execution in Complex Task Handling

Ziyi Ni, Yifan Li, Ning Yang, Dou Shen, Pin Lv, Daxiang Dong

机构 * The Key Laboratory of Cognition and Decision Intelligence for Complex Systems, Institute of Automation, Chinese Academy of Sciences（认知与决策智能复杂系统重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Science（人工智能学院，中国科学院大学） ； Baidu, Inc.（百度公司） ； Global Innovation Exchange Institution, Tsinghua University（全球创新交换机构，清华大学） 纠错

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

Comments This idea was first submitted to the NeuralPS Workshop "System 2 Reasoning At Scale" in September 2024. Its OpenReview: https://openreview.net/forum?id=8NKAL8Ngxk&noteId=8NKAL8Ngxk. It was then submitted to the NAACL 2025 in October 2024, which is recorded in: https://openreview.net/forum?id=S0ZUWD3Vy5&noteId=S0ZUWD3Vy5. Now this paper has been accepted for publication in ACL 2025 Findings

Predictive Auditing of Hidden Tokens in LLM APIs via Reasoning Length Estimation

Ziyao Wang, Guoheng Sun, Yexiao He, Zheyu Shen, Bowei Tian, Ang Li

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

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

Small sample-based adaptive text classification through iterative and contrastive description refinement

Amrit Rajeev, Udayaadithya Avadhanam, Harshula Tulapurkar, SaiBarath Sundar

机构 * Mphasis Limited（Mphasis公司） 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、cs.LG

BAR Conjecture: the Feasibility of Inference Budget-Constrained LLM Services with Authenticity and Reasoning

Jinan Zhou, Rajat Ghosh, Vaishnavi Bhargava, Debojyoti Dutta, Aryan Singhal

机构 * Nutanix 纠错

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

Emergent Response Planning in LLMs

Zhichen Dong, Zhanhui Zhou, Zhixuan Liu, Chao Yang, Chaochao Lu

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 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.LG

Comments Published at ICML 2025. Code available at: https://github.com/niconi19/Emergent-Response-Planning-in-LLMs

Journal ref Proceedings of the 42nd International Conference on Machine Learning (ICML 2025)

Enhancing Math Reasoning in Small-sized LLMs via Preview Difficulty-Aware Intervention

Xinhan Di, JoyJiaoW

机构 * Independent, Researcher, China（中国独立研究者） 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

Comments 7 pages, 1 table, accepted by SIM ICML@2025 Workshop

PUZZLED: Jailbreaking LLMs through Word-Based Puzzles

Yelim Ahn, Jaejin Lee

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

Comments 15 pages

How Far Are LLMs from Symbolic Planners? An NLP-Based Perspective

Ma'ayan Armony, Albert Meroño-Peñuela, Gerard Canal

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

What to Keep and What to Drop: Adaptive Table Filtering Framework

WonJune Jang

机构 * Department of Mathematics（数学系） 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

Comments 26 pages, 9 figures

I2CR: Intra- and Inter-modal Collaborative Reflections for Multimodal Entity Linking

Ziyan Liu, Junwen Li, Kaiwen Li, Tong Ruan, Chao Wang, Xinyan He, Zongyu Wang, Xuezhi Cao, Jingping Liu

机构 * East China University of Science and Technology（东华大学） ； South China University of Technology（华南理工大学） ； Shanghai University（上海大学） 纠错

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

Comments 10 pages, 6 figures, accepted by ACMMM 2025