ResearchBenchmarksAcademic Review Quality Evaluation on PeerCheck 40-paper sampleAcademic Review Quality Evaluation on PeerCheck 40-paper sampleFollow7.124Average ScoreHuman5.300885.774196.24756.72081Jun 18, 2026Evaluation resultsMethodMethodLinksAverage ScoreHigh Quality Proportion (>= 7)Low Quality Proportion (<= 3)HumanGeneration Method=huma...Generation Method=human-written2026.067.12466.95111.863LLM.RGeneration Method=revi...Generation Method=revised LLM-generated2026.066.68260.33212.402LLM.RAGGeneration Method=RAG-...Generation Method=RAG-enhanced LLM-generated2026.065.942.50412.511LLM.NGeneration Method=norm...Generation Method=normal LLM-generated2026.065.37131.67218.333