大模型推理能力

You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures

Shengyuan Chen, Chuang Zhou, Zheng Yuan, Qinggang Zhang, Zeyang Cui, Hao Chen, Yilin Xiao, Jiannong Cao, Xiao Huang

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

Comments This work has been accepted to AAAI'26

The Hidden Risks of Large Reasoning Models: A Safety Assessment of R1

Kaiwen Zhou, Chengzhi Liu, Xuandong Zhao, Shreedhar Jangam, Jayanth Srinivasa, Gaowen Liu, Dawn Song, Xin Eric Wang

机构 * UC Santa Cruz（加州大学圣克ruz分校） ； UC Santa Barbara（加州大学圣芭芭拉分校） ； UC Berkeley（加州大学伯克利分校） ； Cisco Research（思科研究） 纠错

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

ViSS-R1: Self-Supervised Reinforcement Video Reasoning

Bo Fang, Yuxin Song, Qiangqiang Wu, Haoyuan Sun, Wenhao Wu, Antoni B. Chan

机构 * City University of Hong Kong（香港城市大学） ； Baidu Inc.（百度公司） ； Tsinghua University（清华大学） ； The University of Sydney（悉尼大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Comments Our paper was initially titled "Video-SSR1: Self-Supervised Reinforcement Video Reasoning." Upon noticing its close resemblance to the title of a recently released paper, we have decided to rename our work as "ViSS-R1."

ZeroDexGrasp: Zero-Shot Task-Oriented Dexterous Grasp Synthesis with Prompt-Based Multi-Stage Semantic Reasoning

Juntao Jian, Yi-Lin Wei, Chengjie Mou, Yuhao Lin, Xing Zhu, Yujun Shen, Wei-Shi Zheng, Ruizhen Hu

机构 * Shenzhen University（深圳大学） ； Sun Yat-sen University（中山大学） ； Ant Group（蚂蚁集团） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

Fast Reasoning Segmentation for Images and Videos

Yiqing Shen, Mathias Unberath

机构 * Department of Computer Science, Johns Hopkins University（计算机科学系，约翰·霍普金斯大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)

LLM-driven Provenance Forensics for Threat Investigation and Detection

Kunal Mukherjee, Murat Kantarcioglu

专题命中 复杂问题求解 ：reasoning(abstract)；chain-of-thought(abstract)；CoT(abstract)

MoCHA: Advanced Vision-Language Reasoning with MoE Connector and Hierarchical Group Attention

Yuqi Pang, Bowen Yang, Yun Cao, Rong Fan, Xiaoyu Li, Chen He

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

On Powerful Ways to Generate: Autoregression, Diffusion, and Beyond

Chenxiao Yang, Cai Zhou, David Wipf, Zhiyuan Li

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

Moving Pictures of Thought: Extracting Visual Knowledge in Charles S. Peirce's Manuscripts with Vision-Language Models

Carlo Teo Pedretti, Davide Picca, Dario Rodighiero

机构 * Department of Classics, University Sapienza of Rome（罗马大学萨皮恩扎文学院） ； Department of Language and Communication Sciences, University of Lausanne（洛桑大学语言与沟通科学系） ； Campus Fryslân, University of Groningen（格罗宁根大学弗里斯兰校区） 纠错

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

Hogwild! Inference: Parallel LLM Generation via Concurrent Attention

Gleb Rodionov, Roman Garipov, Alina Shutova, George Yakushev, Erik Schultheis, Vage Egiazarian, Anton Sinitsin, Denis Kuznedelev, Dan Alistarh

机构 * Yandex ； HSE University（俄罗斯高等经济大学） ； IST Austria（国际研究所） 纠错

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

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

InData: Towards Secure Multi-Step, Tool-Based Data Analysis

Karthikeyan K, Raghuveer Thirukovalluru, Bhuwan Dhingra, David Edwin Carlson

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

Conditional Diffusion Model for Multi-Agent Dynamic Task Decomposition

Yanda Zhu, Yuanyang Zhu, Daoyi Dong, Caihua Chen, Chunlin Chen

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

Comments AAAI 2026

On the Brittleness of LLMs: A Journey around Set Membership

Lea Hergert, Gábor Berend, Mario Szegedy, Gyorgy Turan, Márk Jelasity

机构 * University of Szeged（塞格德大学） ； Rutgers University（罗格斯大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； HUN-REN–SZTE Research Group on AI（AI研究组） 纠错

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

Reason-KE++: Aligning the Process, Not Just the Outcome, for Faithful LLM Knowledge Editing

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(abstract)；分类 cs.CL

Timely Clinical Diagnosis through Active Test Selection

Silas Ruhrberg Estévez, Nicolás Astorga, Mihaela van der Schaar

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

Journal ref Proceedings of the 39th International Conference on Neural Information Processing Systems (NeurIPS 2025)

FinStat2SQL: A Text2SQL Pipeline for Financial Statement Analysis

Quang Hung Nguyen, Phuong Anh Trinh, Phan Quoc Hung Mai, Tuan Phong Trinh

机构 * College of Technology, National Economics University（技术学院，国家经济大学） 纠错

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

Comments Accepted for The 18th International Natural Language Generation Conference (INLG)

Journal ref https://aclanthology.org/2025.inlg-main.27/

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering

Yihua Zhu, Qianying Liu, Akiko Aizawa, Hidetoshi Shimodaira

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

Comments AAAI2026 Main Track

Seeing is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding

Pinxue Guo, Chongruo Wu, Xinyu Zhou, Lingyi Hong, Zhaoyu Chen, Jinglun Li, Kaixun Jiang, Sen-ching Samson Cheung, Wei Zhang, Wenqiang Zhang

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

Automatic generation of DRI Statements

Maurice Flechtner

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

Comments Master Thesis

MARC: Multimodal and Multi-Task Agentic Retrieval-Augmented Generation for Cold-Start Recommender System

Seung Hwan Cho, Yujin Yang, Danik Baeck, Minjoo Kim, Young-Min Kim, Heejung Lee, Sangjin Park

机构 * Department of Industrial Data Engineering, Hanyang University, Republic of Korea（工业数据工程系，翰阳大学） ； School of Interdisciplinary Industrial Studies, Hanyang University, Republic of Korea（跨学科工业研究学院，翰阳大学） 纠错

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

Comments 13 pages, 2 figures, Accepted at RDGENAI at CIKM 2025 workshop

Backdooring CLIP through Concept Confusion

Lijie Hu, Junchi Liao, Weimin Lyu, Shaopeng Fu, Tianhao Huang, Shu Yang, Guimin Hu, Di Wang

机构 * Provable Responsible AI and Data Analytics (PRADA) Lab（可证负责任人工智能与数据分析实验室） ； King Abdullah University of Science and Technology（卡塔尔国王科技大学） ； University of Electronic Science and Technology of China（电子科技大学） ； Stony Brook University（石溪大学） ； University of Virginia（弗吉尼亚大学） ； University of Copenhagen（哥本哈根大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

SafeGRPO: Self-Rewarded Multimodal Safety Alignment via Rule-Governed Policy Optimization

Xuankun Rong, Wenke Huang, Tingfeng Wang, Daiguo Zhou, Bo Du, Mang Ye

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； MiLM Plus, Xiaomi Inc.（小米公司） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)

Efficient Post-Training Refinement of Latent Reasoning in Large Language Models

Xinyuan Wang, Dongjie Wang, Wangyang Ying, Haoyue Bai, Nanxu Gong, Sixun Dong, Kunpeng Liu, Yanjie Fu

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

A Reasoning Paradigm for Named Entity Recognition

Hui Huang, Yanping Chen, Ruizhang Huang, Chuan Lin, Yongbin Qin

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

Comments Accepted at AAAI 2026

Evaluating LLMs' Reasoning Over Ordered Procedural Steps

Adrita Anika, Md Messal Monem Miah

机构 * Amazon（亚马逊公司） ； Texas A&M University（德克萨斯A&M大学） 纠错

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

Comments Accepted to IJCNLP-AACL 2025 Findings

Adaptive Diagnostic Reasoning Framework for Pathology with Multimodal Large Language Models

Yunqi Hong, Johnson Kao, Liam Edwards, Nein-Tzu Liu, Chung-Yen Huang, Alex Oliveira-Kowaleski, Cho-Jui Hsieh, Neil Y. C. Lin

机构 * Computer Science Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校计算机科学系） ； Mechanical and Aerospace Engineering Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校机械与航空航天工程系） ； Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan（台湾国防医学院三军总医院病理部） ； Department of Pathology, National Taiwan University Hospital, Taipei, Taiwan（台湾国立台湾大学医院病理部） ； Department of Pathology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校大卫·Geffen医学院病理部） ； Bioengineering Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校生物工程系） ； Institute for Quantitative and Computational Biosciences, University of California, CA, USA（加州大学定量与计算生物科学研究所） 纠错

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

Reasoning under Vision: Understanding Visual-Spatial Cognition in Vision-Language Models for CAPTCHA

Python Song, Luke Tenyi Chang, Yun-Yun Tsai, Penghui Li, Junfeng Yang

机构 * Columbia University Department of Computer Science（哥伦比亚大学计算机科学系） 纠错

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

Comments 14pages, 11figures

CURE: Cultural Understanding and Reasoning Evaluation - A Framework for "Thick" Culture Alignment Evaluation in LLMs

Truong Vo, Sanmi Koyejo

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

Comments 7 pages, 5 figures

Joint Evaluation of Answer and Reasoning Consistency for Hallucination Detection in Large Reasoning Models

Changyue Wang, Weihang Su, Qingyao Ai, Yiqun Liu

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Quan Cheng Laboratory（泉城实验室） 纠错

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

Supervised Multilabel Image Classification Using Residual Networks with Probabilistic Reasoning

Lokender Singh, Saksham Kumar, Chandan Kumar

机构 * Amrita School of Computing（阿姆里塔计算学院） ； Amrita Vishwa Vidyapeetham（阿姆里塔世界学院） 纠错

专题命中 推理评测 ：reasoning(title,abstract)

Comments ICCCNT 2025 Conference Proceedings, IIT Indore