大模型推理能力

When LLM Meets Time Series: Can LLMs Perform Multi-Step Time Series Reasoning and Inference

Wen Ye, Jinbo Liu, Defu Cao, Wei Yang, Yan Liu

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

Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA

Yuchen Wu, Liang Ding, Li Shen, Dacheng Tao

机构 * Shanghai Jiao Tong University（上海交通大学） ； The University of Sydney（悉尼大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） ； Nanyang Technological University（南洋理工大学） 纠错

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

Comments EMNLP 2025 Findings

PersonaVlog: Personalized Multimodal Vlog Generation with Multi-Agent Collaboration and Iterative Self-Correction

Xiaolu Hou, Bing Ma, Jiaxiang Cheng, Xuhua Ren, Kai Yu, Wenyue Li, Tianxiang Zheng, Qinglin Lu

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

Comments Project Page: https://personavlog-paper.github.io/

How Can Input Reformulation Improve Tool Usage Accuracy in a Complex Dynamic Environment? A Study on $τ$-bench

Venkatesh Mishra, Amir Saeidi, Satyam Raj, Mutsumi Nakamura, Jayanth Srinivasa, Gaowen Liu, Ali Payani, Chitta Baral

机构 * Arizona State University（亚利桑那州立大学） ； Cisco Research（思科研究） 纠错

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

Comments Accepted to EMNLP 2025 Findings

GIER: Gap-Driven Self-Refinement for Large Language Models

Rinku Dewri

机构 * University of Denver（丹佛大学） 纠错

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

SHERPA: A Model-Driven Framework for Large Language Model Execution

Boqi Chen, Kua Chen, José Antonio Hernández López, Gunter Mussbacher, Dániel Varró, Amir Feizpour

机构 * Electrical and Computer Engineering, McGill University, Canada（麦吉尔大学电气与计算机工程系） ； Department of Computer Science and Systems, University of Murcia, Spain（穆尔西亚大学计算机科学与系统系） ； Aggregate Intellect Inc., Canada（聚合智力公司） 纠错

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

Comments MODELS 2025

Agent Trading Arena: A Study on Numerical Understanding in LLM-Based Agents

Tianmi Ma, Jiawei Du, Wenxin Huang, Wenjie Wang, Liang Xie, Xian Zhong, Joey Tianyi Zhou

机构 * Wuhan University of Technology（武汉理工大学） ； Agency for Science, Technology and Research, Singapore（新加坡科技研究局） ； Hubei University（湖北大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

ConceptBot: Enhancing Robot's Autonomy through Task Decomposition with Large Language Models and Knowledge Graph

Alessandro Leanza, Angelo Moroncelli, Giuseppe Vizzari, Francesco Braghin, Loris Roveda, Blerina Spahiu

机构 * Department of Innovative Technologies (DTI), Dalle Molle Institute for Artificial Intelligence (IDSIA), University of Applied Sciences（创新技术部门（DTI）、达摩迪人工智能研究所（IDSIA）、应用科学与艺术大学） ； Department of Mechanical Engineering, Politecnico di Milano（机械工程部门、米兰理工学院） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；planning(abstract)

R-4B: Incentivizing General-Purpose Auto-Thinking Capability in MLLMs via Bi-Mode Annealing and Reinforce Learning

Qi Yang, Bolin Ni, Shiming Xiang, Han Hu, Houwen Peng, Jie Jiang

机构 * Tencent Hunyuan Team（腾讯文言团队） ； Institute of Automation, CAS（中国科学院自动化研究所） 纠错

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

Comments 20 pages, 14 figures, 5 tables

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning

Hongjin Qian, Zheng Liu

机构 * BAAI（北京人工智能研究院） 纠错

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

Comments Technical Report, 14 pages

Bottom-up Domain-specific Superintelligence: A Reliable Knowledge Graph is What We Need

Bhishma Dedhia, Yuval Kansal, Niraj K. Jha

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

Multimodal LLMs Can Reason about Aesthetics in Zero-Shot

Ruixiang Jiang, Changwen Chen

机构 * The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments ACM MM 2025 Camera Ready

Efficient Graph Understanding with LLMs via Structured Context Injection

Govind Waghmare, Sumedh BG, Sonia Gupta, Srikanta Bedathur

机构 * Indian Institute of Technology, Delhi（印度理工学院德里分校） 纠错

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

Open Data Synthesis For Deep Research

Ziyi Xia, Kun Luo, Hongjin Qian, Zheng Liu

机构 * BAAI（北京人工智能研究院） 纠错

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

General Table Question Answering via Answer-Formula Joint Generation

Zhongyuan Wang, Richong Zhang, Zhijie Nie, Hangyu Mao

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

Comments work in progress

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

SAVOR: Skill Affordance Learning from Visuo-Haptic Perception for Robot-Assisted Bite Acquisition

Zhanxin Wu, Bo Ai, Tom Silver, Tapomayukh Bhattacharjee

机构 * Cornell University（康奈尔大学） ； UC San Diego（南加州大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Conference on Robot Learning, Oral

Multi-Agent System for Comprehensive Soccer Understanding

Jiayuan Rao, Zifeng Li, Haoning Wu, Ya Zhang, Yanfeng Wang, Weidi Xie

专题命中 复杂问题求解 ：reasoning(abstract)

Comments Accepted by ACM MM 2025; Project Page: https://jyrao.github.io/SoccerAgent/

Strata-Sword: A Hierarchical Safety Evaluation towards LLMs based on Reasoning Complexity of Jailbreak Instructions

Shiji Zhao, Ranjie Duan, Jiexi Liu, Xiaojun Jia, Fengxiang Wang, Cheng Wei, Ruoxi Cheng, Yong Xie, Chang Liu, Qing Guo, Jialing Tao, Hui Xue, Xingxing Wei

专题命中 推理评测 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)

StoryReasoning Dataset: Using Chain-of-Thought for Scene Understanding and Grounded Story Generation

Daniel A. P. Oliveira, David Martins de Matos

机构 * Instituto Superior Técnico, Universidade de Lisboa（里斯本大学技术学院） ； INESC-ID Lisboa（里斯本INESC-ID） 纠错

专题命中 推理评测 ：chain-of-thought(title,abstract)；reasoning(abstract)；分类 cs.CL

Comments 31 pages, 14 figures

NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model

NVIDIA, :, Aarti Basant, Abhijit Khairnar, Abhijit Paithankar, Abhinav Khattar, Adithya Renduchintala, Aditya Malte, Akhiad Bercovich, Akshay Hazare, Alejandra Rico, Aleksander Ficek, Alex Kondratenko, Alex Shaposhnikov, Alexander Bukharin, Ali Taghibakhshi, Amelia Barton, Ameya Sunil Mahabaleshwarkar, Amy Shen, Andrew Tao, Ann Guan, Anna Shors, Anubhav Mandarwal, Arham Mehta, Arun Venkatesan, Ashton Sharabiani, Ashwath Aithal, Ashwin Poojary, Ayush Dattagupta, Balaram Buddharaju, Banghua Zhu, Barnaby Simkin, Bilal Kartal, Bita Darvish Rouhani, Bobby Chen, Boris Ginsburg, Brandon Norick, Brian Yu, Bryan Catanzaro, Charles Wang, Charlie Truong, Chetan Mungekar, Chintan Patel, Chris Alexiuk, Christian Munley, Christopher Parisien, Dan Su, Daniel Afrimi, Daniel Korzekwa, Daniel Rohrer, Daria Gitman, David Mosallanezhad, Deepak Narayanan, Dima Rekesh, Dina Yared, Dmytro Pykhtar, Dong Ahn, Duncan Riach, Eileen Long, Elliott Ning, Eric Chung, Erick Galinkin, Evelina Bakhturina, Gargi Prasad, Gerald Shen, Haifeng Qian, Haim Elisha, Harsh Sharma, Hayley Ross, Helen Ngo, Herman Sahota, Hexin Wang, Hoo Chang Shin, Hua Huang, Iain Cunningham, Igor Gitman, Ivan Moshkov, Jaehun Jung, Jan Kautz, Jane Polak Scowcroft, Jared Casper, Jian Zhang, Jiaqi Zeng, Jimmy Zhang, Jinze Xue, Jocelyn Huang, Joey Conway, John Kamalu, Jonathan Cohen, Joseph Jennings, Julien Veron Vialard, Junkeun Yi, Jupinder Parmar, Kari Briski, Katherine Cheung, Katherine Luna, Keith Wyss, Keshav Santhanam, Kezhi Kong, Krzysztof Pawelec, Kumar Anik, Kunlun Li, Kushan Ahmadian, Lawrence McAfee, Laya Sleiman, Leon Derczynski, Luis Vega, Maer Rodrigues de Melo, Makesh Narsimhan Sreedhar, Marcin Chochowski, Mark Cai, Markus Kliegl, Marta Stepniewska-Dziubinska, Matvei Novikov, Mehrzad Samadi, Meredith Price, Meriem Boubdir, Michael Boone, Michael Evans, Michal Bien, Michal Zawalski, Miguel Martinez, Mike Chrzanowski, Mohammad Shoeybi, Mostofa Patwary, Namit Dhameja, Nave Assaf, Negar Habibi, Nidhi Bhatia, Nikki Pope, Nima Tajbakhsh, Nirmal Kumar Juluru, Oleg Rybakov, Oleksii Hrinchuk, Oleksii Kuchaiev, Oluwatobi Olabiyi, Pablo Ribalta, Padmavathy Subramanian, Parth Chadha, Pavlo Molchanov, Peter Dykas, Peter Jin, Piotr Bialecki, Piotr Januszewski, Pradeep Thalasta, Prashant Gaikwad, Prasoon Varshney, Pritam Gundecha, Przemek Tredak, Rabeeh Karimi Mahabadi, Rajen Patel, Ran El-Yaniv, Ranjit Rajan, Ria Cheruvu, Rima Shahbazyan, Ritika Borkar, Ritu Gala, Roger Waleffe, Ruoxi Zhang, Russell J. Hewett, Ryan Prenger, Sahil Jain, Samuel Kriman, Sanjeev Satheesh, Saori Kaji, Sarah Yurick, Saurav Muralidharan, Sean Narenthiran, Seonmyeong Bak, Sepehr Sameni, Seungju Han, Shanmugam Ramasamy, Shaona Ghosh, Sharath Turuvekere Sreenivas, Shelby Thomas, Shizhe Diao, Shreya Gopal, Shrimai Prabhumoye, Shubham Toshniwal, Shuoyang Ding, Siddharth Singh, Siddhartha Jain, Somshubra Majumdar, Soumye Singhal, Stefania Alborghetti, Syeda Nahida Akter, Terry Kong, Tim Moon, Tomasz Hliwiak, Tomer Asida, Tony Wang, Tugrul Konuk, Twinkle Vashishth, Tyler Poon, Udi Karpas, Vahid Noroozi, Venkat Srinivasan, Vijay Korthikanti, Vikram Fugro, Vineeth Kalluru, Vitaly Kurin, Vitaly Lavrukhin, Wasi Uddin Ahmad, Wei Du, Wonmin Byeon, Ximing Lu, Xin Dong, Yashaswi Karnati, Yejin Choi, Yian Zhang, Ying Lin, Yonggan Fu, Yoshi Suhara, Zhen Dong, Zhiyu Li, Zhongbo Zhu, Zijia Chen

机构 * NVIDIA 纠错

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