Automated Review Generation Method Based on Large Language Models
School of Chemical Engineering and Technology（化学工程与技术学院）；Key Laboratory for Green Chemical Technology of Ministry of Education（教育部绿色化学技术重点实验室）；Collaborative Innovation Center of Chemical Science and Engineering (Tianjin)（化学科学与工程协同创新中心（天津））；Joint School of National University of Singapore and Tianjin University（新加坡国立大学与天津大学联合学院）；International Campus of Tianjin University（天津大学国际校园）；Zhejiang Institute of Tianjin University（天津大学浙江研究院）；AIStrucX Technologies（AIStrucX科技）
Shican Wu, Xiao Ma, Dehui Luo, Lulu Li, Xiangcheng Shi, Xin Chang, Xiaoyun Lin, Ran Luo, Chunlei Pei, Changying Du, Zhi-Jian Zhao, Jinlong Gong
Literature research, vital for scientific work, faces the challenge of surging information volumes exceeding researchers' processing capabilities. We present an automated review generation method based on large language models (LLMs) to overcome efficiency bottlenecks and reduce cognitive load. Our statistically validated evaluation framework demonstrates that the generated reviews match or exceed manual quality, offering broad applicability across research fields without requiring users' domain knowledge. Applied to propane dehydrogenation (PDH) catalysts, our method swiftly analyzed 343 articles, averaging seconds per article per LLM account, producing comprehensive reviews spanning 35 topics, with extended analysis of 1041 articles providing insights into catalysts' properties. Through multi-layered quality control, we effectively mitigated LLMs' hallucinations, with expert verification confirming accuracy and citation integrity while demonstrating hallucination risks reduced to below 0.5\% with 95\% confidence. Released Windows application enables one-click review generation, enhancing research productivity and literature recommendation efficiency while setting the stage for broader scientific explorations.
CycleResearcher: Improving Automated Research via Automated Review
Research Center for Industries of the Future, Westlake University（西湖大学未来产业研究中心）；School of Engineering, Westlake University（西湖大学工程学院）；Zhejiang University（浙江大学）；William&Mary（威廉玛丽学院）；University College London（伦敦大学学院）
Aspect-Guided Multi-Level Perturbation Analysis of Large Language Models in Automated Peer Review
Wangxuan Institute of Computer Technology, Peking University（北京大学王选计算机研究所）；Information Management Department, Peking University（北京大学信息管理系）；Renmin University of China（中国人民大学）
Automated Generation of Massive Reasonable Empirical Theorems by Forward Reasoning Based on Strong Relevant Logics -- A Solution to the Problem of LLM Pre-training Data Exhaustion
Large language models for automated scholarly paper review: A survey
School of Computer Science and Engineering, Guangzhou Institute of Science and Technology（计算机科学与工程学院，科学与技术研究院）；School of Economics and Management, Guizhou Normal University（经济学与管理学院，贵州师范大学）；School of Artificial Intelligence, Guangzhou Institute of Science and Technology（人工智能学院，科学与技术研究院）
Large Language Models and Evolutionary Computation: A Critical Review of Bidirectional Interaction, Automated Algorithm Design, and Co-Adaptive Systems
Department of Electrical and Computer Engineering, National University of Singapore（新加坡国立大学电气与计算机工程系）；Department of Computer Science, Universidad de Jaén（西班牙Jaén大学计算机科学系）；School of Computer and Mathematical Sciences, University of Adelaide（阿德莱德大学计算机与数学科学学院）；Leiden Institute of Advanced Computer Science, University Leiden（莱顿大学先进计算机科学研究所）；Department of Mathematics and Computing, Dr. B. R. Ambedkar National Institute of Technology（德拉·B·R·阿姆贝卡尔国立理工学院数学与计算系）
ReviewRL: Towards Automated Scientific Review with RL
Tsinghua University（清华大学）；University of Washington（华盛顿大学）；Shanghai AI Laboratory（上海人工智能实验室）；Peking University（北京大学）；Harbin Engineering University（哈尔滨工程大学）；Beijing Institute of Technology（北京理工大学）
PaperAudit-Bench: Benchmarking Error Detection in Research Papers for Critical Automated Peer Review
Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）；Pengcheng Laboratory（鹏城实验室）；University of Chinese Academy of Sciences（中国科学院大学）；Wenge Technology（文英科技）
Automated scholarly paper review: Concepts, technologies, and challenges
Xiamen University（厦门大学）；Key Laboratory of Digital Protection and Intelligent Processing of Intangible Cultural Heritage of Fujian and Taiwan, Ministry of Culture and Tourism（文化和旅游部闽台非物质文化遗产数字化保护与智能处理重点实验室）
A Unified Review of Deep Learning for Automated Medical Coding
Aalto University（阿尔托大学）；University of Helsinki（赫尔辛基大学）；Dalian Maritime University（大连海事大学）；KU Leuven（鲁汶大学）；University of Exeter（埃克塞特大学）；Institute for Molecular Medicine Finland (FIMM)（芬兰分子医学研究所）；Terveystalo Healthcare Services（Terveystalo医疗服务公司）；School of Health and Wellbeing, University of Glasgow（格拉斯哥大学健康与福祉学院）
Divided by discipline? A systematic literature review on the quantification of online sexism and misogyny using a semi-automated approach
University of Exeter（埃克塞特大学）；Oxford Internet Institute, University of Oxford（牛津互联网研究所，牛津大学）；Ewha Womans University（成均馆大学）；Alan Turing Institute（艾伦·图灵研究所）
