大模型推理能力

MCP: A Control-Theoretic Orchestration Framework for Synergistic Efficiency and Interpretability in Multimodal Large Language Models

Luyan Zhang

机构 * Northeastern University（东北大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 13 pages, 6 figures, 2 tables

GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models

Jialin Chen, Houyu Zhang, Seongjun Yun, Alejandro Mottini, Rex Ying, Xiang Song, Vassilis N. Ioannidis, Zheng Li, Qingjun Cui

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

Akshay Govind Srinivasan, Ryan Jacob George, Jayden Koshy Joe, Hrushikesh Kant, Harshith M R, Sachin Sundar, Sudharshan Suresh, Rahul Vimalkanth, Vijayavallabh

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 14 Pages, 8 Tables, 2 Figures. Accepted and to be published in the proceedings of FinNLP, Empirical Methods in Natural Language Processing 2025

EPIC: Generative AI Platform for Accelerating HPC Operational Data Analytics

Ahmad Maroof Karimi, Woong Shin, Jesse Hines, Tirthankar Ghosal, Naw Safrin Sattar, Feiyi Wang

机构 * National Center for Computational Sciences（国家计算科学中心） ； Oak Ridge National Laboratory（橡树岭国家实验室） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Adaptive Self-improvement LLM Agentic System for ML Library Development

Genghan Zhang, Weixin Liang, Olivia Hsu, Kunle Olukotun

机构 * Department of Computer Science, Stanford University, USA（计算机科学系，斯坦福大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Select to Know: An Internal-External Knowledge Self-Selection Framework for Domain-Specific Question Answering

Bolei He, Xinran He, Run Shao, Shanfu Shu, Xianwei Xue, Mingquan Cheng, Haifeng Li, Zhenhua Ling

机构 * University of Science and Technology of China（中国科学技术大学） ； Baidu Inc.（百度公司） ； Central South University（中南大学） ； Chongqing University（重庆大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments EMNLP2025 Findings

Scaling Agents via Continual Pre-training

Liangcai Su, Zhen Zhang, Guangyu Li, Zhuo Chen, Chenxi Wang, Maojia Song, Xinyu Wang, Kuan Li, Jialong Wu, Xuanzhong Chen, Zile Qiao, Zhongwang Zhang, Huifeng Yin, Shihao Cai, Runnan Fang, Zhengwei Tao, Wenbiao Yin, Chenxiong Qian, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

Tool-R1: Sample-Efficient Reinforcement Learning for Agentic Tool Use

Yabo Zhang, Yihan Zeng, Qingyun Li, Zhen Hu, Kavin Han, Wangmeng Zuo

机构 * Harbin Institute of Technology（哈尔滨工业大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

H$^2$R: Hierarchical Hindsight Reflection for Multi-Task LLM Agents

Shicheng Ye, Chao Yu, Kaiqiang Ke, Chengdong Xu, Yinqi Wei

机构 * Sun Yat-sen University（中山大学） ； The University of Sydney（悉尼大学） 纠错

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI

Look Again, Think Slowly: Enhancing Visual Reflection in Vision-Language Models

Pu Jian, Junhong Wu, Wei Sun, Chen Wang, Shuo Ren, Jiajun Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments EMNLP2025 Main

Wavelet-SARIMA-Transformer: A Hybrid Model for Rainfall Forecasting

Junmoni Saikia, Kuldeep Goswami, Sarat C. Kakaty

机构 * Srushti Drushti Geospatial Foundation（斯鲁斯蒂·德鲁斯蒂地理基础） 纠错

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.LG

Automated Creation and Enrichment Framework for Improved Invocation of Enterprise APIs as Tools

Prerna Agarwal, Himanshu Gupta, Soujanya Soni, Rohith Vallam, Renuka Sindhgatta, Sameep Mehta

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Atomic Fact Decomposition Helps Attributed Question Answering

Zhichao Yan, Jiapu Wang, Jiaoyan Chen, 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 Key Laboratory of Multimedia and Intelligent Software Technology, Beijing Institute of Artificial Intelligence, School of Information Science and Technology, Beijing University of Technology（北京人工智能研究院多媒体与智能软件技术重点实验室，北京理工大学信息科学技术学院） ； University of Manchester（曼彻斯特大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； ILCC, School of Informatics, University of Edinburgh（爱丁堡大学信息学院ILCC） 纠错

专题命中 复杂问题求解 ：verifier(abstract)；分类 cs.CL

Curriculum-Based Multi-Tier Semantic Exploration via Deep Reinforcement Learning

Abdel Hakim Drid, Vincenzo Suriani, Daniele Nardi, Abderrezzak Debilou

机构 * Department of Electrical Engineering - Mohamed Khider, University of Biskra, Biskra (Algeria)（巴尔克拉大学电子工程系） ； Department of Engineering - University of Basilicata, Potenza (Italy)（巴塞里卡大学工程系） ； Department of Computer, Control, and Management Engineering ``Antonio Ruberti'', Sapienza University of Rome, Rome (Italy)（罗马萨皮恩扎大学计算机、控制与管理工程系） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments The 19th International Conference on Intelligent Autonomous Systems (IAS 19), 2025, Genoa

Fusing Knowledge and Language: A Comparative Study of Knowledge Graph-Based Question Answering with LLMs

Vaibhav Chaudhary, Neha Soni, Narotam Singh, Amita Kapoor

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 46 pages, 4 figures, 17 tables

SciGPT: A Large Language Model for Scientific Literature Understanding and Knowledge Discovery

Fengyu She, Nan Wang, Hongfei Wu, Ziyi Wan, Jingmian Wang, Chang Wang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Fast Quiet-STaR: Thinking Without Thought Tokens

Wei Huang, Yizhe Xiong, Xin Ye, Zhijie Deng, Hui Chen, Zijia Lin, Guiguang Ding

机构 * School of Computer Science, Beijing University of Posts and Telecommunications（北京邮电大学计算机学院） ； Tsinghua University（清华大学） ； Beijing National Research Center for Information Science and Technology (BNRist)（北京信息科学与技术国家研究中心） ； Kuaishou Technology（快手科技） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 10 pages, 6 figures

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration

Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun, Keze Wang

机构 * Sun Yat-sen University（中山大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted at EMNLP 2025 (Long Paper)

IC-Cache: Efficient Large Language Model Serving via In-context Caching

Yifan Yu, Yu Gan, Nikhil Sarda, Lillian Tsai, Jiaming Shen, Yanqi Zhou, Arvind Krishnamurthy, Fan Lai, Henry M. Levy, David Culler

机构 * University of Illinois Urbana-Champaign ； Google ； Google \& University of Washington 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

TableZoomer: A Collaborative Agent Framework for Large-scale Table Question Answering

Sishi Xiong, Ziyang He, Zhongjiang He, Yu Zhao, Changzai Pan, Jie Zhang, Zhenhe Wu, Shuangyong Song, Yongxiang Li

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Dream-Coder 7B: An Open Diffusion Language Model for Code

Zhihui Xie, Jiacheng Ye, Lin Zheng, Jiahui Gao, Jingwei Dong, Zirui Wu, Xueliang Zhao, Shansan Gong, Xin Jiang, Zhenguo Li, Lingpeng Kong

机构 * The University of Hong Kong（香港大学） ； Huawei Noah’s Ark Lab（华为诺亚实验室） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Ailing Yu, Lan Yao, Jingnan Liu, Zhe Chen, Jiajun Yin, Yuan Wang, Xinhao Liao, Zhiling Ye, Ji Li, Yun Yue, Hansong Xiao, Hualei Zhou, Chunxiao Guo, Peng Wei, Junwei Liu, Jinjie Gu

机构 * Ant Group（蚂蚁集团） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 13 pages, 5 figures

Profile-Aware Maneuvering: A Dynamic Multi-Agent System for Robust GAIA Problem Solving by AWorld

Zhitian Xie, Qintong Wu, Chengyue Yu, Chenyi Zhuang, Jinjie Gu

机构 * AWorld Team, Inclusion AI（Inclusion AI团队） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Causal MAS: A Survey of Large Language Model Architectures for Discovery and Effect Estimation

Adib Bazgir, Amir Habibdoust, Yuwen Zhang, Xing Song

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 24 pages. 2 figures

Fusion to Enhance: Fusion Visual Encoder to Enhance Multimodal Language Model

Yifei She, Huangxuan Wu

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Can Multi-turn Self-refined Single Agent LMs with Retrieval Solve Hard Coding Problems?

Md Tanzib Hosain, Md Kishor Morol

机构 * American International University-Bangladesh（美国国际大学（Bangladesh）） ； Cornell University（康奈尔大学） ； ELITE Research Lab（ELITE研究实验室） 纠错

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL

Comments Accepted in Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Student Research Workshop), 2025

ERank: Fusing Supervised Fine-Tuning and Reinforcement Learning for Effective and Efficient Text Reranking

Yuzheng Cai, Yanzhao Zhang, Dingkun Long, Mingxin Li, Pengjun Xie, Weiguo Zheng

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

DiffKV: Differentiated Memory Management for Large Language Models with Parallel KV Compaction

Yanqi Zhang, Yuwei Hu, Runyuan Zhao, John C. S. Lui, Haibo Chen

机构 * Huawei（华为） ； The Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments SOSP 2025

From Anchors to Answers: A Novel Node Tokenizer for Integrating Graph Structure into Large Language Models

Yanbiao Ji, Chang Liu, Xin Chen, Dan Luo, Mei Li, Yue Ding, Wenqing Lin, Hongtao Lu

机构 * Shanghai Jiao Tong University（上海交通大学） ； The Chinese University of Hong Kong（香港中文大学） ； Lehigh University（莱斯大学） ； Tencent（腾讯） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted by CIKM 2025

From Canonical to Complex: Benchmarking LLM Capabilities in Undergraduate Thermodynamics

Anna Geißler, Luca-Sophie Bien, Friedrich Schöppler, Tobias Hertel

机构 * Institute of Physical and Theoretical Chemistry（物理与理论化学研究所） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Benchmark downloadable at https://huggingface.co/datasets/herteltm/UTQA