语言大模型 / LLM

Dual-Process Scaffold Reasoning for Enhancing LLM Code Debugging

Po-Chung Hsieh, Chin-Po Chen, Jeng-Lin Li, Ming-Ching Chang

机构 * National Taiwan University（国立台湾大学） ； AI Research Center, Inventec Corporation（Inventec公司人工智能研究中心） ； University at Albany, SUNY（纽约州立大学阿尔巴尼分校） 纠错

专题命中 推理与问题求解 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments 5 pages, 2 figures

CyberSOCEval: Benchmarking LLMs Capabilities for Malware Analysis and Threat Intelligence Reasoning

Lauren Deason, Adam Bali, Ciprian Bejean, Diana Bolocan, James Crnkovich, Ioana Croitoru, Krishna Durai, Chase Midler, Calin Miron, David Molnar, Brad Moon, Bruno Ostarcevic, Alberto Peltea, Matt Rosenberg, Catalin Sandu, Arthur Saputkin, Sagar Shah, Daniel Stan, Ernest Szocs, Shengye Wan, Spencer Whitman, Sven Krasser, Joshua Saxe

专题命中 推理与问题求解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Knowledge-Augmented Long-CoT Generation for Complex Biomolecular Reasoning

Tianwen Lyu, Xiang Zhuang, Keyan Ding, Xinzhe Cao, Lei Liang, Wei Zhao, Qiang Zhang, Huajun Chen

机构 * The Polytechnic Institute, Zhejiang University（浙江大学Polytechnic学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University（浙江大学Hangzhou全球科技创新中心） ； University of Oxford（牛津大学） ； Ant Group（蚂蚁集团） ； University of Aberdeen（阿伯丁大学） ； ZJU-UIUC Institute, Zhejiang University（浙江大学UIUC研究院） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Neurophysiological Characteristics of Adaptive Reasoning for Creative Problem-Solving Strategy

Jun-Young Kim, Young-Seok Kweon, Gi-Hwan Shin, Seong-Whan Lee

机构 * Dept. of Artificial Intelligence（人工智能系） ； Korea University（韩国大学） ； Dept. of Brain and Cognitive Engineering（脑科学与认知工程系） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 4 pages, 4 figures, 1 table,

Sparse3DPR: Training-Free 3D Hierarchical Scene Parsing and Task-Adaptive Subgraph Reasoning from Sparse RGB Views

Haida Feng, Hao Wei, Zewen Xu, Haolin Wang, Chade Li, Yihong Wu

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

SemanticForge: Repository-Level Code Generation through Semantic Knowledge Graphs and Constraint Satisfaction

Wuyang Zhang, Chenkai Zhang, Zhen Luo, Jianming Ma, Wangming Yuan, Chuqiao Gu, Chenwei Feng

机构 * Department of Elec.&Comp. Science, University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校电子与计算机科学系） ； Department of Computer Sys. Engineering, Northeastern University（东北大学计算机系统工程系） ； Department of Computer Science, George Mason University（乔治·梅森大学计算机科学系） ； Department of Info. Networking Institude, Carnegie Mellon University（卡内基梅隆大学信息网络研究所） ； Department of Computer & Mathematical Sciences, Auckland University of Technology（奥克兰理工大学计算机与数学科学系） 纠错

专题命中 推理与问题求解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Journal ref INNO-PRESS: Journal of Emerging Applied AI, 2025

Test-time Diverse Reasoning by Riemannian Activation Steering

Ly Tran Ho Khanh, Dongxuan Zhu, Man-Chung Yue, Viet Anh Nguyen

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI、cs.LG

Comments 19 pages, 6 figures. Accepted for publication at AAAI 2026 (40th AAAI Conference on Artificial Intelligence)

Multi-Agent GraphRAG: A Text-to-Cypher Framework for Labeled Property Graphs

Anton Gusarov, Anastasia Volkova, Valentin Khrulkov, Andrey Kuznetsov, Evgenii Maslov, Ivan Oseledets

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.CL、cs.AI

Comments Code to be released

MSCR: Exploring the Vulnerability of LLMs' Mathematical Reasoning Abilities Using Multi-Source Candidate Replacement

Zhishen Sun, Guang Dai, Haishan Ye

机构 * Xi’an Jiaotong University（西安交通大学） ； SGIT AI Lab（SGIT人工智能实验室） 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use

Zhehao Zhang, Ryan Rossi, Tong Yu, Franck Dernoncourt, Ruiyi Zhang, Jiuxiang Gu, Sungchul Kim, Xiang Chen, Zichao Wang, Nedim Lipka

机构 * Adobe 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.CL

Comments AAAI 2026

A Decentralized Retrieval Augmented Generation System with Source Reliabilities Secured on Blockchain

Yining Lu, Wenyi Tang, Max Johnson, Taeho Jung, Meng Jiang

专题命中 推理与问题求解 ：foundation model(abstract)；分类 cs.CL

Knowledge-Guided Textual Reasoning for Explainable Video Anomaly Detection via LLMs

Hari Lee

机构 * Hari Lee 纠错

专题命中 推理与问题求解 ：language model(abstract)；分类 cs.AI

AXIS: Explainable Time Series Anomaly Detection with Large Language Models

Tian Lan, Hao Duong Le, Jinbo Li, Wenjun He, Meng Wang, Chenghao Liu, Chen Zhang

机构 * Huawei（华为） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

eX-NIDS: A Framework for Explainable Network Intrusion Detection Leveraging Large Language Models

Paul R. B. Houssel, Siamak Layeghy, Priyanka Singh, Marius Portmann

机构 * School of Information Technology and Electrical Engineering, University of Queensland（信息科技与电气工程学院，昆士兰大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models

Qizhou Chen, Dakan Wang, Taolin Zhang, Zaoming Yan, Chengsong You, Chengyu Wang, Xiaofeng He

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments NeurIPS 2025 Track on Datasets and Benchmarks. Dataset Download: https://huggingface.co/datasets/qizhou/UniEdit Code Download: https://github.com/qizhou000/UniEdit

Data Descriptions from Large Language Models with Influence Estimation

Chaeri Kim, Jaeyeon Bae, Taehwan Kim

机构 * Ulsan National Institute of Science and Technology(UNIST)（乌山国立科学技术研究院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Journal ref Published in EMNLP 2025, check our project on this https URL : https://github.com/kimchaeri/Data-Descriptions-from-Large-Language-Models-with-Influence-Estimation

Design, Results and Industry Implications of the World's First Insurance Large Language Model Evaluation Benchmark

Hua Zhou, Bing Ma, Yufei Zhang, Yi Zhao

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 16 pages, 11 models,1 set of evaluation framework,5 core dimensions, 54 sub-indicators, 14,430 high-quality questions

SWE-Compass: Towards Unified Evaluation of Agentic Coding Abilities for Large Language Models

Jingxuan Xu, Ken Deng, Weihao Li, Songwei Yu, Huaixi Tang, Haoyang Huang, Zhiyi Lai, Zizheng Zhan, Yanan Wu, Chenchen Zhang, Kepeng Lei, Yifan Yao, Xinping Lei, Wenqiang Zhu, Zongxian Feng, Han Li, Junqi Xiong, Dailin Li, Zuchen Gao, Kun Wu, Wen Xiang, Ziqi Zhan, Yuanxing Zhang, Wuxuan Gong, Ziyuan Gao, Guanxiang Wang, Yirong Xue, Mengtong Li, Mengfei Xie, Xiaojiang Zhang, Jinghui Wang, Wenhao Zhuang, Zheng Lin, Huiming Wang, Zhaoxiang Zhang, Yuqun Zhang, Haotian Zhang, Bin Chen, Jiaheng Liu

机构 * Kuaishou Technology（快手科技） ； Nanjing University（南京大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Isolating Culture Neurons in Multilingual Large Language Models

Danial Namazifard, Lukas Galke Poech

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted at IJCNLP-AACL 2025

Can Large Language Models Simulate Symbolic Execution Output Like KLEE?

Rong Feng, Vanisha Gupta, Vivek Patel, Viroopaksh Reddy Ernampati, Suman Saha

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)

SPEAR-MM: Selective Parameter Evaluation and Restoration via Model Merging for Efficient Financial LLM Adaptation

Berkcan Kapusuzoglu, Supriyo Chakraborty, Renkun Ni, Stephen Rawls, Sambit Sahu

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；pretraining(abstract)

From LLMs to Agents: A Comparative Evaluation of LLMs and LLM-based Agents in Security Patch Detection

Junxiao Han, Zheng Yu, Lingfeng Bao, Jiakun Liu, Yao Wan, Jianwei Yin, Shuiguang Deng, Song Han

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Can LLM-Generated Textual Explanations Enhance Model Classification Performance? An Empirical Study

Mahdi Dhaini, Juraj Vladika, Ege Erdogan, Zineb Attaoui, Gjergji Kasneci

机构 * Technical University of Munich, School of Computation, Information and Technology, Department of Computer Science, Munich, Germany（慕尼黑技术大学，计算、信息与技术学院，计算机科学系，德国慕尼黑） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to the 34th International Conference on Artificial Neural Networks (ICANN 2025)

A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses

Xiangxiang Dai, Yuejin Xie, Maoli Liu, Xuchuang Wang, Zhuohua Li, Huanyu Wang, John C. S. Lui

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted by AAAI 2026

CLEV: LLM-Based Evaluation Through Lightweight Efficient Voting for Free-Form Question-Answering

Sher Badshah, Moamen Moustafa, Hassan Sajjad

机构 * Dalhousie University（达尔豪西大学） ； Alamein International University（阿勒敏国际大学） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted to AACL 2025

DOA Estimation with Lightweight Network on LLM-Aided Simulated Acoustic Scenes

Haowen Li, Zhengding Luo, Dongyuan Shi, Boxiang Wang, Junwei Ji, Ziyi Yang, Woon-Seng Gan

机构 * Nanyang Technological University, Singapore（南洋理工大学，新加坡） ； Northwestern Polytechnical University, China（西北工业大学，中国） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Making LLMs Reliable When It Matters Most: A Five-Layer Architecture for High-Stakes Decisions

Alejandro R. Jadad

专题命中 评测与基准 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments 24 pages, 1 figure, 2 tables

Judging the Judges: A Systematic Study of Position Bias in LLM-as-a-Judge

Lin Shi, Chiyu Ma, Wenhua Liang, Xingjian Diao, Weicheng Ma, Soroush Vosoughi

机构 * Dartmouth College（达特茅斯学院） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Comments AACL-IJCNLP 2025

LLM-based Relevance Assessment for Web-Scale Search Evaluation at Pinterest

Han Wang, Alex Whitworth, Pak Ming Cheung, Zhenjie Zhang, Krishna Kamath

机构 * Pinterest（Pininterest） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.LG

Comments RecSys 2025 EARL Workshop

Dynamic Stability of LLM-Generated Code

Prateek Rajput, Abdoul Aziz Bonkoungou, Yewei Song, Abdoul Kader Kabore, Iyiola E. Olatunji, Jacques Klein, Tegewende Bissyande

机构 * University of Luxembourg（卢森堡大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.AI

Comments 10 pages, 8 figures