语言大模型 / LLM

MindSearch: Mimicking Human Minds Elicits Deep AI Searcher

Zehui Chen, Kuikun Liu, Qiuchen Wang, Jiangning Liu, Wenwei Zhang, Kai Chen, Feng Zhao

机构 * MoE Key Laboratory of Brain-inspired Intelligent Perception and Cognition, USTC（脑启发智能感知与认知国家重点实验室，中国科学技术大学） ； Shanghai AI Laboratory（上海人工智能实验室） 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 ICLR2025. Project Page: https://mindsearch.netlify.app Code: https://github.com/InternLM/MindSearch

A Sensing Whole Brain Zebrafish Foundation Model for Neuron Dynamics and Behavior

Sam Fatehmanesh Vegas, Matt Thomson, James Gornet, David Prober

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

LLM-Centric RAG with Multi-Granular Indexing and Confidence Constraints

Xiaofan Guo, Yaxuan Luan, Yue Kang, Xiangchen Song, Jinxu Guo

专题命中 长上下文与记忆 ：LLM(title)；分类 cs.CL

Understanding and Enhancing Mamba-Transformer Hybrids for Memory Recall and Language Modeling

Hyunji Lee, Wenhao Yu, Hongming Zhang, Kaixin Ma, Jiyeon Kim, Dong Yu, Minjoon Seo

机构 * UNC Chapel Hill ； Tencent AI Lab（腾讯AI实验室） ； KAIST AI Work（韩国科学技术院AI研究） 纠错

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

Balancing Knowledge Updates: Toward Unified Modular Editing in LLMs

Jiahao Liu, Zijian Wang, Kuo Zhao, Dong Hu

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

Prompt-MII: Meta-Learning Instruction Induction for LLMs

Emily Xiao, Yixiao Zeng, Ada Chen, Chin-Jou Li, Amanda Bertsch, Graham Neubig

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Language Technologies Institute（语言技术研究所） 纠错

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

Higher-order Linear Attention

Yifan Zhang, Zhen Qin, Quanquan Gu

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

Comments Project Page: https://github.com/yifanzhang-pro/HLA

A Memory-Efficient Retrieval Architecture for RAG-Enabled Wearable Medical LLMs-Agents

Zhipeng Liao, Kunming Shao, Jiangnan Yu, Liang Zhao, Tim Kwang-Ting Cheng, Chi-Ying Tsui, Jie Yang, Mohamad Sawan

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

Comments Accepted by BioCAS2025

Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing

Yijia Wang, Yiqing Shen, Weiming Chen, Zhihai He

机构 * Southern University of Science and Technology, Shenzhen, China（南方科技大学） ； Johns Hopkins University, Baltimore, USA（约翰霍普金斯大学） ； Pengcheng Laboratory, Shenzhen, China（鹏城实验室） 纠错

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

Towards Understanding Self-play for LLM Reasoning

Justin Yang Chae, Md Tanvirul Alam, Nidhi Rastogi

机构 * University of Washington（华盛顿大学） ； Rochester Institute of Technology（罗切斯特理工学院） 纠错

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

Normative Reasoning in Large Language Models: A Comparative Benchmark from Logical and Modal Perspectives

Kentaro Ozeki, Risako Ando, Takanobu Morishita, Hirohiko Abe, Koji Mineshima, Mitsuhiro Okada

机构 * Keio University（Keio大学） ； University of Tokyo（东京大学） 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

Comments Accepted to the 8th BlackboxNLP Workshop at EMNLP 2025

A Multi-Stage Framework with Taxonomy-Guided Reasoning for Occupation Classification Using Large Language Models

Palakorn Achananuparp, Ee-Peng Lim, Yao Lu

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 Accepted to ICWSM'26

SmoothGuard: Defending Multimodal Large Language Models with Noise Perturbation and Clustering Aggregation

Guangzhi Su, Shuchang Huang, Yutong Ke, Zhuohang Liu, Long Qian, Kaizhu Huang

机构 * Independent Researcher（独立研究者） 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.LG

VRoPE: Rotary Position Embedding for Video Large Language Models

Zikang Liu, Longteng Guo, Yepeng Tang, Tongtian Yue, Junxian Cai, Kai Ma, Qingbin Liu, Xi Chen, Jing Liu

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； School of Computer Science and Technology, Beijing Jiaotong University（北京交通大学计算机科学与技术学院） ； Basic Algorithm Center, Tencent（腾讯基础算法中心） 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 EMNLP 2025 Main Camera Ready

Diffuse Thinking: Exploring Diffusion Language Models as Efficient Thought Proposers for Reasoning

Chenyang Shao, Sijian Ren, Fengli Xu, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系、BNRist、清华大学） 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

Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models

Zemin Huang, Zhiyang Chen, Zijun Wang, Tiancheng Li, Guo-Jun Qi

机构 * Zhejiang Univeristy（浙江大学） ； MAPLE Lab, Westlake University（西湖大学MAPLE实验室） ； Matterwave Intelligence ； Institute of Advanced Technology, Westlake Institute for Advanced Study（西湖研究所以高级技术研究所） 纠错

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

Comments Accepted to NeurIPS 2025. Code link: https://github.com/maple-research-lab/LLaDOU

Toward Accurate Long-Horizon Robotic Manipulation: Language-to-Action with Foundation Models via Scene Graphs

Sushil Samuel Dinesh, Shinkyu Park

机构 * Department of Electrical and Computer Engineering, King Abdullah University of Science and Technology (KAUST)（电气与计算机工程系，国王 Abdullah 科学与技术大学） 纠错

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

Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligence

Zachary Ravichandran, Fernando Cladera, Ankit Prabhu, Jason Hughes, Varun Murali, Camillo Taylor, George J. Pappas, Vijay Kumar

机构 * Dept. of Electrical and Computer Engineering at Texas A&M University（德克萨斯A&M大学电气与计算机工程系） ； GRASP Laboratory at the University of Pennsylvania（宾夕法尼亚大学GRASP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.AI

Reinforcement Learning vs. Distillation: Understanding Accuracy and Capability in LLM Reasoning

Minwu Kim, Anubhav Shrestha, Safal Shrestha, Aadim Nepal, Keith Ross

机构 * New York University Abu Dhabi（纽约大学阿布扎克分校） 纠错

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

Comments 25 pages

Unlocking Reasoning Capabilities in LLMs via Reinforcement Learning Exploration

Wenhao Deng, Long Wei, Chenglei Yu, Tailin Wu

机构 * Westlake University（西湖大学） 纠错

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

LLMs are Overconfident: Evaluating Confidence Interval Calibration with FermiEval

Elliot L. Epstein, John Winnicki, Thanawat Sornwanee, Rajat Dwaraknath

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 8 pages

I-RAVEN-X: Benchmarking Generalization and Robustness of Analogical and Mathematical Reasoning in Large Language and Reasoning Models

Giacomo Camposampiero, Michael Hersche, Roger Wattenhofer, Abu Sebastian, Abbas Rahimi

机构 * IBM Research – Zurich（IBM瑞士研究中心） ； ETH Zurich（苏黎世联邦理工学院） 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 Accepted at the 5th Workshop on Mathematical Reasoning and AI (MATH-AI), NeurIPS 2025

ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use

Mengjie Deng, Guanting Dong, Zhicheng Dou

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） 纠错

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

GUI-Rise: Structured Reasoning and History Summarization for GUI Navigation

Tao Liu, Chongyu Wang, Rongjie Li, Yingchen Yu, Xuming He, Bai Song

机构 * ShanghaiTech University（上海科技大学） ； ByteDance（字节跳动） ； Shanghai Engineering Research Center of Intelligent Vision and Imaging（上海智能视觉与成像工程研究中心） 纠错

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

Comments Published in NeurIPS 2025

CogPlanner: Unveiling the Potential of Agentic Multimodal Retrieval Augmented Generation with Planning

Xiaohan Yu, Zhihan Yang, Chong Chen

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

Comments Accepted by SIGIR-AP 2025

RepV: Safety-Separable Latent Spaces for Scalable Neurosymbolic Plan Verification

Yunhao Yang, Neel P. Bhatt, Pranay Samineni, Rohan Siva, Zhanyang Wang, Ufuk Topcu

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

Comments Code and data are available at: https://repv-project.github.io/

From Memorization to Reasoning in the Spectrum of Loss Curvature

Jack Merullo, Srihita Vatsavaya, Lucius Bushnaq, Owen Lewis

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

Reasoning Models Sometimes Output Illegible Chains of Thought

Arun Jose

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

LLMs Can Covertly Sandbag on Capability Evaluations Against Chain-of-Thought Monitoring

Chloe Li, Mary Phuong, Noah Y. Siegel

机构 * University College London（伦敦大学学院） 纠错

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

Comments Accepted to IJCNLP-AACL 2025 (Main Conference)

NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation

Xiangyan Liu, Jinjie Ni, Zijian Wu, Chao Du, Longxu Dou, Haonan Wang, Tianyu Pang, Michael Qizhe Shieh

机构 * National University of Singapore（新加坡国立大学） ； Sea AI Lab（Sea AI实验室） 纠错

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

Comments NeurIPS 2025