ResearchBenchmarksError Detection on HospitalFollow97.8F1 ScoreGPT3-175B-1.72824.11149.9575.789May 20, 2022Dec 22, 2022Jul 26, 2023Feb 28, 2024Oct 1, 2024May 5, 2025Dec 8, 2025Evaluation ResultsMethodMethodLinksF1 ScorePrecisionRecallGPT3-175Bk=10k=102022.0597.8——HoloDetect2022.0594.4——ForestED2025.1275.684.468.5ZeroED2025.1253.144.965HoloClean2022.0551.4——TreeEDAggregation=averageAggregation=average2025.1247.263.841.6FM_ED2025.1222.413.284.4Raha2025.1214469dBoost2025.1211.222.77.4GPT3-175Bk=0k=02022.056.9——GPT3-6.7Bk=10k=102022.052.1——