语言大模型 / LLM

AttentionPredictor: Temporal Patterns Matter for KV Cache Compression

Qingyue Yang, Jie Wang, Xing Li, Zhihai Wang, Chen Chen, Lei Chen, Xianzhi Yu, Wulong Liu, Jianye Hao, Mingxuan Yuan, Bin Li

机构 * MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, University of Science and Technology of China（脑启发智能感知与认知联合实验室，中国科学技术大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） ； College of Intelligence and Computing, Tianjin University（智能与计算学院，天津大学） 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.LG

Comments NeurIPS 2025

SABlock: Semantic-Aware KV Cache Eviction with Adaptive Compression Block Size

Jinhan Chen, Jianchun Liu, Hongli Xu, Xianjun Gao, Shilong Wang

机构 * School of Computer Science and Technology, University of Science and Technology of China（计算机科学与技术学院，科学技术大学） ； Suzhou Institute for Advanced Research, University of Science and Technology of China（苏州先进研究院，科学技术大学） 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

Beyond Semantics: How Temporal Biases Shape Retrieval in Transformer and State-Space Models

Anooshka Bajaj, Deven Mahesh Mistry, Sahaj Singh Maini, Yash Aggarwal, Zoran Tiganj

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

LooGLE v2: Are LLMs Ready for Real World Long Dependency Challenges?

Ziyuan He, Yuxuan Wang, Jiaqi Li, Kexin Liang, Muhan Zhang

机构 * Institute for Artificial Intelligence, Peking University（北京大学人工智能研究院） ； National Key Laboratory of General Artificial Intelligence, BIGAI（通用人工智能国家重点实验室，BIGAI） ； School of Computer Science and Technology, Beijing Institute of Technology（北京理工大学计算机科学与技术学院） 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

Comments NeurIPS 2025 Datasets and Benchmarks Track

DocFinQA: A Long-Context Financial Reasoning Dataset

Varshini Reddy, Rik Koncel-Kedziorski, Viet Dac Lai, Michael Krumdick, Charles Lovering, Chris Tanner

机构 * Kensho Technologies（肯斯霍技术公司） 纠错

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

Comments 13 pages

LoongRL: Reinforcement Learning for Advanced Reasoning over Long Contexts

Siyuan Wang, Gaokai Zhang, Li Lyna Zhang, Ning Shang, Fan Yang, Dongyao Chen, Mao Yang

机构 * Microsoft Research Asia（微软亚洲研究院） ； Shanghai Jiao Tong University（上海交通大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

A Video Is Not Worth a Thousand Words

Sam Pollard, Michael Wray

机构 * University of Bristol（布里斯托大学） 纠错

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

Gradual Forgetting: Logarithmic Compression for Extending Transformer Context Windows

Billy Dickson, Zoran Tiganj

机构 * Department of Computer Science, Indiana University Bloomington（计算机科学系，印第安纳大学布卢明顿分校） ； Department of Psychological and Brain Sciences, Indiana University Bloomington（心理学与脑科学系，印第安纳大学布卢明顿分校） 纠错

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

Explicit Memory through Online 3D Gaussian Splatting Improves Class-Agnostic Video Segmentation

Anthony Opipari, Aravindhan K Krishnan, Shreekant Gayaka, Min Sun, Cheng-Hao Kuo, Arnie Sen, Odest Chadwicke Jenkins

机构 * University of Michigan（密歇根大学） ； Amazon Inc.（亚马逊公司） 纠错

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

Comments Accepted in IEEE Robotics and Automation Letters September 2025

Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning tasks

Gregory Kang Ruey Lau, Wenyang Hu, Diwen Liu, Jizhuo Chen, See-Kiong Ng, Bryan Kian Hsiang Low

机构 * National University of Singapore（新加坡国立大学） ； SAP（SAP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 Accepted to EMNLP 2025 Main Conference

Evaluating Large Language Models for Stance Detection on Financial Targets from SEC Filing Reports and Earnings Call Transcripts

Nikesh Gyawali, Doina Caragea, Alex Vasenkov, Cornelia Caragea

机构 * Kansas State University（堪萨斯州立大学） ； Department of Computer Science（计算机科学系） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 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

Evaluating Multimodal Large Language Models on Core Music Perception Tasks

Brandon James Carone, Iran R. Roman, Pablo Ripollés

机构 * Department of Psychology, Music and Audio Research Laboratory（心理学系、音乐与音频研究实验室） ； Department of Electronic Engineering and Computer Science（电子工程与计算机科学系） 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.AI

Comments Accepted to the NeurIPS 2025 Workshop on AI for Music (AI4Music), 16 pages, 1 figure, 3 tables

Large language model-based task planning for service robots: A review

Shaohan Bian, Ying Zhang, Guohui Tian, Zhiqiang Miao, Edmond Q. Wu, Simon X. Yang, Changchun Hua

机构 * School of Electrical Engineering, Yanshan University（燕山大学电气工程学院） ； Engineering Research Center of Intelligent Control System and Intelligent Equipment, Ministry of Education, Yanshan University（燕山大学智能控制与设备工程研究中心） ； Hebei Key Laboratory of Intelligent Rehabilitation and Neuromodulation, Yanshan University（河北省智能康复与神经调制重点实验室） ； School of Control Science and Engineering, Shandong University（山东大学控制科学与工程学院） ； National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University（国家机器人视觉感知与控制技术工程研究中心） ； Department of Automation, Shanghai Jiao Tong University（上海交通大学自动化系） ； Advanced Robotics and Intelligent Systems Laboratory, School of Engineering, University of Guelph（圭尔夫大学工程学院先进机器人与智能系统实验室） 纠错

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

Comments Submitted to Biomimetic Intelligence and Robotics for possible publication

Reasoning is Periodicity? Improving Large Language Models Through Effective Periodicity Modeling

Yihong Dong, Ge Li, Xue Jiang, Yongding Tao, Kechi Zhang, Hao Zhu, Huanyu Liu, Jiazheng Ding, Jia Li, Jinliang Deng, Hong Mei

机构 * School of Computer Science, Peking University（北京大学计算机学院） ； aiXcoder ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； Advanced Institute of Big Data（大数据高级研究院） 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、cs.LG

Comments Accepted to NeurIPS'25

Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes

Kelvin J. L. Koa, Yunshan Ma, Yi Xu, Ritchie Ng, Huanhuan Zheng, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学） ； Singapore Management University（新加坡管理学院） 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、cs.LG

Comments ICAIF 2025 Workshop (Oral)

SEAL: Steerable Reasoning Calibration of Large Language Models for Free

Runjin Chen, Zhenyu Zhang, Junyuan Hong, Souvik Kundu, Zhangyang Wang

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Intel（英特尔） 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

SI-Bench: Benchmarking Social Intelligence of Large Language Models in Human-to-Human Conversations

Shuai Huang, Wenxuan Zhao, Jun Gao

机构 * Hello Group（Hello集团） 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

Comments 17 pages, 9 figures

LLMs as Planning Formalizers: A Survey for Leveraging Large Language Models to Construct Automated Planning Models

Marcus Tantakoun, Xiaodan Zhu, Christian Muise

机构 * Ingenuity Labs Research Institute, Queen’s University（英杰实验室研究 institute，皇后大学） ； School of Computing, Queen’s University（计算学院，皇后大学） ； Department of Electrical and Computer Engineering, Queen’s University（电气与计算机工程学院，皇后大学） 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.AI

Comments 20 pages, 3 figures, 3 appendices

LLM-Based Detection of Tangled Code Changes for Higher-Quality Method-Level Bug Datasets

Md Nahidul Islam Opu, Shaowei Wang, Shaiful Chowdhury

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

Language Model Guided Reinforcement Learning in Quantitative Trading

Adam Darmanin, Vince Vella

机构 * University of Malta（马耳他大学） 纠错

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

Comments 12 pages (4 pages appendix and references) and 6 figures. Accepted for presentation at FLLM 2025, Vienna

LLM-AR: LLM-powered Automated Reasoning Framework

Rick Chen, Joseph Ternasky, Aaron Ontoyin Yin, Xianling Mu, Fuat Alican, Yigit Ihlamur

机构 * University of Oxford（牛津大学） ； Vela Research（Vela研究公司） 纠错

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

Next-Generation LLM for UAV: From Natural Language to Autonomous Flight

Liangqi Yuan, Chuhao Deng, Dong-Jun Han, Inseok Hwang, Sabine Brunswicker, Christopher G. Brinton

机构 * School of Electrical and Computer Engineering, Purdue University（电子与计算机工程学院，普渡大学） ； School of Aeronautics and Astronautics, Purdue University（航空与航天学院，普渡大学） ； Department of Computer Science and Engineering, Yonsei University（计算机科学与工程系，延世大学） ； Polytechnic Institute, Purdue University（技术学院，普渡大学） 纠错

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

What Makes a Good Curriculum? Disentangling the Effects of Data Ordering on LLM Mathematical Reasoning

Yaning Jia, Chunhui Zhang, Xingjian Diao, Xiangchi Yuan, Zhongyu Ouyang, Chiyu Ma, Soroush Vosoughi

机构 * Dartmouth College（达特茅斯学院） 纠错

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

Comments 8 pages (main text) + 4 pages (appendix), 4 figures

The Lighthouse of Language: Enhancing LLM Agents via Critique-Guided Improvement

Ruihan Yang, Fanghua Ye, Jian Li, Siyu Yuan, Yikai Zhang, Zhaopeng Tu, Xiaolong Li, Deqing Yang

机构 * Fudan University（复旦大学） ； Tencent Hunyuan（腾讯文言） 纠错

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

Comments NeurIPS 2025

Detecting Various DeFi Price Manipulations with LLM Reasoning

Juantao Zhong, Daoyuan Wu, Ye Liu, Maoyi Xie, Yang Liu, Yi Li, Ning Liu

机构 * Daoyuan Wu is the co-first author.（达元吴是共同第一作者） ； Ye Liu is the corresponding author.（叶刘是通讯作者） 纠错

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

Comments Accepted by ASE 2025. Please cite the conference version of this paper, e.g., "Juantao Zhong, Daoyuan Wu, Ye Liu, Maoyi Xie, Yang Liu, Yi Li, Ning Liu. Detecting Various DeFi Price Manipulations with LLM Reasoning. In 40th IEEE/ACM International Conference on Automated Software Engineering (ASE 2025)"

PortGPT: Towards Automated Backporting Using Large Language Models

Zhaoyang Li, Zheng Yu, Jingyi Song, Meng Xu, Yuxuan Luo, Dongliang Mu

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

Comments Accepted by IEEE S&P 2026

Hierarchical Language Models for Semantic Navigation and Manipulation in an Aerial-Ground Robotic System

Haokun Liu, Zhaoqi Ma, Yunong Li, Junichiro Sugihara, Yicheng Chen, Jinjie Li, Moju Zhao

机构 * DRAGON Lab at Department of Mechanical Engineering, The University of Tokyo（东京大学机械工程系DRAGON实验室） 纠错

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

Comments 18 pages, 10 figures

Journal ref Advanced Intelligent Systems, Oct. 2025

Butter-Bench: Evaluating LLM Controlled Robots for Practical Intelligence

Callum Sharrock, Lukas Petersson, Hanna Petersson, Axel Backlund, Axel Wennström, Kristoffer Nordström, Elias Aronsson

机构 * Andon Labs（安登实验室） 纠错

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

P1GPT: a multi-agent LLM workflow module for multi-modal financial information analysis

Chen-Che Lu, Yun-Cheng Chou, Teng-Ruei Chen

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

You Don't Need Prompt Engineering Anymore: The Prompting Inversion

Imran Khan

机构 * Independent Researcher（独立研究者） 纠错

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

Comments 17 pages, 1 figure, 6 tables. Code and experimental data available at https://github.com/strongSoda/prompt-sculpting