大模型推理能力

Leveraging Large Language Models for Bengali Math Word Problem Solving with Chain of Thought Reasoning

Bidyarthi Paul, Jalisha Jashim Era, Mirazur Rahman Zim, Tahmid Sattar Aothoi, Faisal Muhammad Shah

机构 * Ahsanullah University of Science and Technology（阿沙努拉科技大学） 纠错

专题命中 数学推理 ：reasoning(title,abstract)；CoT(abstract)；分类 cs.CL、cs.LG

CoEx -- Co-evolving World-model and Exploration

Minsoo Kim, Seung-won Hwang

专题命中 逻辑推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI

SLM-SQL: An Exploration of Small Language Models for Text-to-SQL

Lei Sheng, Shuai-Shuai Xu

机构 * Wuhan University of Technology（武汉理工大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.CL

Comments 16 pages, 2 figures, work in progress

A Survey on Large Language Model Acceleration based on KV Cache Management

Haoyang Li, Yiming Li, Anxin Tian, Tianhao Tang, Zhanchao Xu, Xuejia Chen, Nicole Hu, Wei Dong, Qing Li, Lei Chen

机构 * Department of Computing, The Hong Kong Polytechnic University（计算系，香港理工大学） ； Department of Computer Science and Engineering（计算机科学与工程系） ； Department of Computer Science and Technology（计算机科学与技术系） ； Department of Computing and Data Science（计算与数据科学系） 纠错

专题命中 逻辑推理 ：reasoning(abstract)；logical reasoning(abstract)；分类 cs.AI

Comments Accepted to TMLR 2025. The revised version incorporates more papers and has been further polished

Beyond Natural Language Plans: Structure-Aware Planning for Query-Focused Table Summarization

Weijia Zhang, Songgaojun Deng, Evangelos Kanoulas

机构 * IRLab, University of Amsterdam（阿姆斯特丹大学IR实验室） 纠错

专题命中 规划推理 ：planning(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments 10 pages, 4 figures, and 5 tables

FineMedLM-o1: Enhancing Medical Knowledge Reasoning Ability of LLM from Supervised Fine-Tuning to Test-Time Training

Hongzhou Yu, Tianhao Cheng, Yingwen Wang, Wen He, Qing Wang, Ying Cheng, Yuejie Zhang, Rui Feng, Xiaobo Zhang

机构 * Fudan University（复旦大学） ； Children’s Hospital of Fudan University（复旦大学附属儿童医院） 纠错

专题命中 规划推理 ：reasoning(title,abstract)；planning(abstract)；分类 cs.CL

Decision Transformer-Based Drone Trajectory Planning with Dynamic Safety-Efficiency Trade-Offs

Chang-Hun Ji, SiWoon Song, Youn-Hee Han, SungTae Moon

专题命中 规划推理 ：planning(title)；分类 cs.AI

Comments Accepted to IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2025. Copyright 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses

The Multi-Agent Fault Localization System Based on Monte Carlo Tree Search Approach

Rui Ren

专题命中 规划推理 ：reasoning(abstract)；chain-of-thought(abstract)

RTMap: Real-Time Recursive Mapping with Change Detection and Localization

Yuheng Du, Sheng Yang, Lingxuan Wang, Zhenghua Hou, Chengying Cai, Zhitao Tan, Mingxia Chen, Shi-Sheng Huang, Qiang Li

机构 * Unmanned Vehicle Dept., CaiNiao Inc., Alibaba Group（阿里巴巴集团 Cainiao 无人机部门） ； Beijing Normal University（北京师范大学） 纠错

专题命中 规划推理 ：planning(abstract)

Embodied Web Agents: Bridging Physical-Digital Realms for Integrated Agent Intelligence

Yining Hong, Rui Sun, Bingxuan Li, Xingcheng Yao, Maxine Wu, Alexander Chien, Da Yin, Ying Nian Wu, Zhecan James Wang, Kai-Wei Chang

专题命中 视觉空间推理 ：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI

CIMR: Contextualized Iterative Multimodal Reasoning for Robust Instruction Following in LVLMs

Yangshu Yuan, Heng Chen, Xinyi Jiang, Christian Ng, Kexin Qiu

机构 * Singapore Institute of Management（新加坡管理学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；planning(abstract)；logical reasoning(abstract)；self-correction(abstract)

RLVMR: Reinforcement Learning with Verifiable Meta-Reasoning Rewards for Robust Long-Horizon Agents

Zijing Zhang, Ziyang Chen, Mingxiao Li, Zhaopeng Tu, Xiaolong Li

专题命中 复杂问题求解 ：reasoning(title,abstract)；planning(abstract)；分类 cs.AI、cs.LG

Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning

Kwesi Cobbina, Tianyi Zhou

机构 * University of Maryland, College Park（马里兰大学 College Park分校） 纠错

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

Solving Formal Math Problems by Decomposition and Iterative Reflection

Yichi Zhou, Jianqiu Zhao, Yongxin Zhang, Bohan Wang, Siran Wang, Luoxin Chen, Jiahui Wang, Haowei Chen, Allan Jie, Xinbo Zhang, Haocheng Wang, Luong Trung, Rong Ye, Phan Nhat Hoang, Huishuai Zhang, Peng Sun, Hang Li

机构 * University of science and technology of China（科学技术大学） ； Peking University（北京大学） 纠错

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

Towards Simulating Social Influence Dynamics with LLM-based Multi-agents

Hsien-Tsung Lin, Pei-Cing Huang, Chan-Tung Ku, Chan Hsu, Pei-Xuan Shieh, Yihuang Kang

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

Magentic-UI: Towards Human-in-the-loop Agentic Systems

Hussein Mozannar, Gagan Bansal, Cheng Tan, Adam Fourney, Victor Dibia, Jingya Chen, Jack Gerrits, Tyler Payne, Matheus Kunzler Maldaner, Madeleine Grunde-McLaughlin, Eric Zhu, Griffin Bassman, Jacob Alber, Peter Chang, Ricky Loynd, Friederike Niedtner, Ece Kamar, Maya Murad, Rafah Hosn, Saleema Amershi

机构 * Microsoft Research AI Frontiers（微软研究院人工智能前沿） 纠错

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

PATENTWRITER: A Benchmarking Study for Patent Drafting with LLMs

Homaira Huda Shomee, Suman Kalyan Maity, Sourav Medya

机构 * University of Illinois Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 推理评测 ：chain-of-thought(abstract)；分类 cs.CL、cs.LG

OWLViz: An Open-World Benchmark for Visual Question Answering

Thuy Nguyen, Dang Nguyen, Hoang Nguyen, Thuan Luong, Long Hoang Dang, Viet Dac Lai

机构 * Posts and Telecommunications Institute of Technology, Viet Nam（越南电信技术研究所） ； Adobe Research, USA（Adobe研究） ； University of Maryland, USA（美国马里兰大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL、cs.LG

Comments 8 pages + appendix

MuSciClaims: Multimodal Scientific Claim Verification

Yash Kumar Lal, Manikanta Bandham, Mohammad Saqib Hasan, Apoorva Kashi, Mahnaz Koupaee, Niranjan Balasubramanian

机构 * Stony Brook University（石溪大学） 纠错

专题命中 推理评测 ：reasoning(abstract)；分类 cs.CL

See Different, Think Better: Visual Variations Mitigating Hallucinations in LVLMs

Ziyun Dai, Xiaoqiang Li, Shaohua Zhang, Yuanchen Wu, Jide Li

专题命中 推理评测 ：reasoning(abstract)

Comments Accepted by ACM MM25

Journal ref 33rd ACM International Conference on Multimedia 2025

Automated MRI Tumor Segmentation using hybrid U-Net with Transformer and Efficient Attention

Syed Haider Ali, Asrar Ahmad, Muhammad Ali, Asifullah Khan, Nadeem Shaukat

机构 * Department of Medical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（医学系，巴基斯坦工程与应用科学研究所） ； Pakistan Institute of Engineering and Applied Sciences (PIEAS)（巴基斯坦工程与应用科学研究所） ； Department of Physics & Applied Mathematics, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（物理与应用数学系，巴基斯坦工程与应用科学研究所） ； Center for Mathematical Sciences, Pakistan Institute of Engineering and Applied Sciences (PIEAS)（数学科学中心，巴基斯坦工程与应用科学研究所） ； Pattern Recognition Lab, Department of Computer & Information Sciences, Pakistan Institute of Engineering & Applied Sciences（模式识别实验室，计算机与信息科学系，巴基斯坦工程与应用科学研究所） ； Pakistan Institute of Engineering & Applied Sciences（巴基斯坦工程与应用科学研究所） ； Artificial Intelligence Center (PAIC), Pakistan Institute of Engineering & Applied Sciences（人工智能中心（PAIC），巴基斯坦工程与应用科学研究所） 纠错

专题命中 推理评测 ：planning(abstract)

Comments 16 pages, 5 figures

Scoring Verifiers: Evaluating Synthetic Verification for Code and Reasoning

Aleksander Ficek, Somshubra Majumdar, Vahid Noroozi, Boris Ginsburg

机构 * NVIDIA Santa Clara, CA 15213, USA（英伟达圣克拉拉分校） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments COLM 2025

Towards Interpretable Renal Health Decline Forecasting via Multi-LMM Collaborative Reasoning Framework

Peng-Yi Wu, Pei-Cing Huang, Ting-Yu Chen, Chantung Ku, Ming-Yen Lin, Yihuang Kang

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI、cs.LG

Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models

Xiaotao Feng, Xiaogang Zhu, Kun Hu, Jincheng Wang, Yingjie Cao, Guang Gong, Jianfeng Pan

机构 * Security Technology Inc.（360安全技术公司） ； School of Science Edith Cowan University（科学学院，埃迪斯科文大学） 纠错

专题命中 其他推理 ：reasoning(title,abstract)；分类 cs.AI

ETrace:Event-Driven Vulnerability Detection in Smart Contracts via LLM-Based Trace Analysis

Chenyang Peng, Haijun Wang, Yin Wu, Hao Wu, Ming Fan, Yitao Zhao, Ting Liu

专题命中 其他推理 ：reasoning(abstract)；chain-of-thought(abstract)

Comments 4 pages, 1 figure. To appear in Proceedings of the 16th Asia-Pacific Symposium on Internetware (Internetware 2025), ACM ICPS. DOI: https://doi.org/10.1145/3755881.3755934

Don't Lag, RAG: Training-Free Adversarial Detection Using RAG

Roie Kazoom, Raz Lapid, Moshe Sipper, Ofer Hadar

机构 * Electrical and Computer Engineering, Ben Gurion University, Beer Sheba 84105, Israel（电子与计算机工程系，本· Gurion 大学） ； Computer Science, Ben Gurion University, Beer Sheba 84105, Israel（计算机科学系，本· Gurion 大学） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments Accepted at VecDB @ ICML 2025

Falcon-H1: A Family of Hybrid-Head Language Models Redefining Efficiency and Performance

Jingwei Zuo, Maksim Velikanov, Ilyas Chahed, Younes Belkada, Dhia Eddine Rhayem, Guillaume Kunsch, Hakim Hacid, Hamza Yous, Brahim Farhat, Ibrahim Khadraoui, Mugariya Farooq, Giulia Campesan, Ruxandra Cojocaru, Yasser Djilali, Shi Hu, Iheb Chaabane, Puneesh Khanna, Mohamed El Amine Seddik, Ngoc Dung Huynh, Phuc Le Khac, Leen AlQadi, Billel Mokeddem, Mohamed Chami, Abdalgader Abubaker, Mikhail Lubinets, Kacper Piskorski, Slim Frikha

机构 * Falcon LLM Team（Falcon LLM团队） 纠错

专题命中 其他推理 ：reasoning(abstract)；分类 cs.CL

Comments Technical report of Falcon-H1 model series

CLIP-HandID: Vision-Language Model for Hand-Based Person Identification

Nathanael L. Baisa, Babu Pallam, Amudhavel Jayavel

机构 * School of Computer Science（计算机科学学院） ； Informatics De Montfort University（信息学德蒙特福特大学） 纠错

专题命中 其他推理 ：reasoning(abstract)