大模型推理能力

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