大模型推理能力

Abduct, Act, Predict: Scaffolding Causal Inference for Automated Failure Attribution in Multi-Agent Systems

Alva West, Yixuan Weng, Minjun Zhu, Zhen Lin, Zhiyuan Ning, Yue Zhang

机构 * School of Engineering, Westlake University（西湖大学工程学院） 纠错

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

WavReward: Spoken Dialogue Models With Generalist Reward Evaluators

Shengpeng Ji, Tianle Liang, Yangzhuo Li, Jialong Zuo, Minghui Fang, Jinzheng He, Yifu Chen, Zhengqing Liu, Ziyue Jiang, Xize Cheng, Siqi Zheng, Jin Xu, Junyang Lin, Zhou Zhao

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） 纠错

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

Biology-Instructions: A Dataset and Benchmark for Multi-Omics Sequence Understanding Capability of Large Language Models

Haonan He, Yuchen Ren, Yining Tang, Ziyang Xu, Junxian Li, Minghao Yang, Di Zhang, Dong Yuan, Tao Chen, Shufei Zhang, Yuqiang Li, Nanqing Dong, Wanli Ouyang, Dongzhan Zhou, Peng Ye

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； University of Science and Technology of China（中国科学技术大学） ； University of Sydney（悉尼大学） ； University of Toronto（多伦多大学） ； Chinese University of Hong Kong（香港中文大学） ； Shanghai Jiao Tong University（上海交通大学） ； Fudan University（复旦大学） ； Shanghai Innovation Institute（上海创新研究院） 纠错

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

Comments EMNLP 2025 findings

Post-hoc Study of Climate Microtargeting on Social Media Ads with LLMs: Thematic Insights and Fairness Evaluation

Tunazzina Islam, Dan Goldwasser

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

Comments Accepted at Findings of 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025)

ATLAS: Benchmarking and Adapting LLMs for Global Trade via Harmonized Tariff Code Classification

Pritish Yuvraj, Siva Devarakonda

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

Journal ref Paper in Review For ICLR 2026 (Workshop)

From "What to Eat?" to Perfect Recipe: ChefMind's Chain-of-Exploration for Ambiguous User Intent in Recipe Recommendation

Yu Fu, Linyue Cai, Ruoyu Wu, Yong Zhao

机构 * Sichuan University Department of Computer Science Shuangliu District, Chengdu City, Sichuan Province, China（四川大学计算机学院双流区，成都市，四川省，中国） 纠错

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

Comments 5 pages, 3 figures, submitted to icassp 2026

MiniCPM-V 4.5: Cooking Efficient MLLMs via Architecture, Data, and Training Recipe

Tianyu Yu, Zefan Wang, Chongyi Wang, Fuwei Huang, Wenshuo Ma, Zhihui He, Tianchi Cai, Weize Chen, Yuxiang Huang, Yuanqian Zhao, Bokai Xu, Junbo Cui, Yingjing Xu, Liqing Ruan, Luoyuan Zhang, Hanyu Liu, Jingkun Tang, Hongyuan Liu, Qining Guo, Wenhao Hu, Bingxiang He, Jie Zhou, Jie Cai, Ji Qi, Zonghao Guo, Chi Chen, Guoyang Zeng, Yuxuan Li, Ganqu Cui, Ning Ding, Xu Han, Yuan Yao, Zhiyuan Liu, Maosong Sun

机构 * MiniCPM-V Team, OpenBMB（MiniCPM-V团队，OpenBMB） 纠错

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

Comments Project Website: https://github.com/OpenBMB/MiniCPM-V

Seeing is Not Understanding: A Benchmark on Perception-Cognition Disparities in Large Language Models

Haokun Li, Yazhou Zhang, Jizhi Ding, Qiuchi Li, Peng Zhang

机构 * Tianjin University（天津大学） ； Shandong Institute of Petroleum and Chemical Technology（山东石油化学工业技术研究所） ； Beijing Institute of Technology（北京理工大学） 纠错

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

Comments I need to modify the content of the article

T2R-bench: A Benchmark for Generating Article-Level Reports from Real World Industrial Tables

Jie Zhang, Changzai Pan, Kaiwen Wei, Sishi Xiong, Yu Zhao, Xiangyu Li, Jiaxin Peng, Xiaoyan Gu, Jian Yang, Wenhan Chang, Zhenhe Wu, Jiang Zhong, Shuangyong Song, Yongxiang Li, Xuelong Li

机构 * Institute of Artificial Intelligence (TeleAI), China Telecom（中国电信人工智能研究所） ； Chongqing University（重庆大学） ； Beihang University（北航大学） 纠错

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

A Knowledge Graph and a Tripartite Evaluation Framework Make Retrieval-Augmented Generation Scalable and Transparent

Olalekan K. Akindele, Bhupesh Kumar Mishra, Kenneth Y. Wertheim

专题命中 推理评测 ：chain-of-thought(abstract)

Comments 25 Pages

CPT-4DMR: Continuous sPatial-Temporal Representation for 4D-MRI Reconstruction

Xinyang Wu, Muheng Li, Xia Li, Orso Pusterla, Sairos Safai, Philippe C. Cattin, Antony J. Lomax, Ye Zhang

机构 * Center for Proton Therapy, Paul Scherrer Institut（质子治疗中心，保罗·施特格勒研究所） ； Department of Physics, ETH Zurich（苏黎世联邦理工学院物理系） ； Department of Computer Science, ETH Zurich（苏黎世联邦理工学院计算机科学系） ； Department of Radiology, Division of Radiological Physics, University Hospital Basel（巴塞尔大学医院放射科，放射物理 division） ； Department of Biomedical Engineering, University of Basel（巴塞尔大学生物医学工程系） ； Institute for Biomedical Engineering, University and ETH Zurich（生物医学工程研究所，大学与苏黎世联邦理工学院） 纠错

专题命中 推理评测 ：planning(abstract)

Losing the Plot: How VLM responses degrade on imperfect charts

Philip Wootaek Shin, Jack Sampson, Vijaykrishnan Narayanan, Andres Marquez, Mahantesh Halappanavar

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Pacific Northwest National Laboratory（太平洋西北国家实验室） 纠错

专题命中 推理评测 ：reasoning(abstract)

SimToken: A Simple Baseline for Referring Audio-Visual Segmentation

Dian Jin, Yanghao Zhou, Jinxing Zhou, Jiaqi Ma, Ruohao Guo, Dan Guo

专题命中 推理评测 ：reasoning(abstract)

Comments Project page: https://github.com/DianJin-HFUT/SimToken

Expected Optimal Distances of Random Bipartite Matching in $D$-dimensional Spaces: Approximate Formulas and Applications to Mobility Services

Shiyu Shen, Yuhui Zhai, Yanfeng Ouyang

专题命中 推理评测 ：planning(abstract)

Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge

Yongrui Chen, Junhao He, Linbo Fu, Shenyu Zhang, Rihui Jin, Xinbang Dai, Jiaqi Li, Dehai Min, Nan Hu, Yuxin Zhang, Guilin Qi, Yi Huang, Tongtong Wu

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

Comments New version is arXiv:2508.17905

Global-Recent Semantic Reasoning on Dynamic Text-Attributed Graphs with Large Language Models

Yunan Wang, Jianxin Li, Ziwei Zhang

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； Beihang University（北京航空航天大学） 纠错

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

Language Models Can Predict Their Own Behavior

Dhananjay Ashok, Jonathan May

机构 * Information Sciences Institute（信息科学研究所） ； University of Southern California（南加州大学） 纠错

专题命中 其他推理 ：chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Presented at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (2025)

SPADE: A Large Language Model Framework for Soil Moisture Pattern Recognition and Anomaly Detection in Precision Agriculture

Yeonju Lee, Rui Qi Chen, Joseph Oboamah, Po Nien Su, Wei-zhen Liang, Yeyin Shi, Lu Gan, Yongsheng Chen, Xin Qiao, Jing Li

机构 * organization= H. Milton Stewart School of Industrial ； Systems Engineering, Georgia Institute of Technology , city= Atlanta , state= GA , country= USA ； organization= Panhandle Research ； Extension Center, University of Nebraska-Lincoln , city= Scottsbluff , state= NE , country= USA ； organization= Department of Computer Science ； Engineering, University of Nebraska-Lincoln , city= Lincoln , state= NE , country= USA ； organization= Department of Biological Systems Engineering, University of Nebraska-Lincoln , city= Lincoln , state= NE , country= USA ； organization= Institute for Robotics ； Intelligent Machines, Georgia Institute of Technology , city= Atlanta , state= GA , country= USA ； organization= School of Civil \& Environmental Engineering, Georgia Institute of Technology, Georgia Institute of Technology , city= Atlanta , state= GA , country= USA 纠错

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

Dynamic Prompt Fusion for Multi-Task and Cross-Domain Adaptation in LLMs

Xin Hu, Yue Kang, Guanzi Yao, Tianze Kang, Mengjie Wang, Heyao Liu

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

Can LLMs Explain Themselves Counterfactually?

Zahra Dehghanighobadi, Asja Fischer, Muhammad Bilal Zafar

机构 * Ruhr University Bochum（博尔塔伦大学博赫姆分校） ； UAR Research Center for Trustworthy Data Science and Security（UAR可信数据科学与安全研究中心） 纠错

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

OmniBridge: Unified Multimodal Understanding, Generation, and Retrieval via Latent Space Alignment

Teng Xiao, Zuchao Li, Lefei Zhang

机构 * School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） 纠错

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

Pay More Attention To Audio: Mitigating Imbalance of Cross-Modal Attention in Large Audio Language Models

Junyu Wang, Ziyang Ma, Zhengding Luo, Tianrui Wang, Meng Ge, Xiaobao Wang, Longbiao Wang

机构 * 1Laboratory of Cognitive Computing ； Application, College of Intelligence ； Computing, Tianjin University, Tianjin, China 2School of Computer Science, Shanghai Jiao Tong University, Shanghai, China 3School of Electrical \& Electronic Engineering, Nanyang Technological University, Singapore 4Huiyan Technology (Tianjin) Co., Ltd, Tianjin, China 纠错

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

Comments Submitted to ICASSP 2026

Automatic coherence-driven inference on arguments

Steve Huntsman

机构 * Steve Huntsman（独立研究者） 纠错

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

Comments Workshop on Data Mining and AI for Law (https://dmail-workshop.github.io/DMAIL2025/)

ITCMA: A Generative Agent Based on a Computational Consciousness Structure

Hanzhong Zhang, Jibin Yin, Haoyang Wang, Ziwei Xiang

机构 * Kunming University of Science and Technology（昆明理工大学） ； Huaqiao University（华侨大学） 纠错

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

Comments 20 pages, 11 figures

Journal ref Applied Soft Computing, 2025