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Research

Benchmarks

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

309,131 benchmarksPage 2020 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Label shift estimationMNIST Dirichlet shift alpha=10 (val size=500)tabular time series17Apr 3, 2026
Label shift estimationMNIST Dirichlet shift alpha=0.1 (val)tabular time series17Apr 3, 2026
Label shift estimationMNIST Dirichlet shift alpha=0.1 size=1500 (val)tabular time series17Apr 3, 2026
Label shift estimationMNIST Dirichlet shift alpha=0.1 size=500 (val)tabular time series17Apr 3, 2026
Prompt Injection Attack DefenseBIPIAadversarial safety security17Jun 1, 2026
ClassificationPhysioNet Sepsis 2020 (test)computer visionnlp+317Apr 3, 2026
Relationship prediction rankingAmazon-Clothing (test)graph17Apr 3, 2026
Relationship prediction rankingAmazon-Electronics (test)graph17Apr 3, 2026
Relationship prediction rankingAmazon-Movies (test)graph17Apr 3, 2026
Relationship prediction rankingBrightkite (test)graph17Apr 3, 2026
Fraud detectionAmazon Clothingtabular time series17Apr 3, 2026
Fraud detectionAmazon Electronicstabular time series17Apr 3, 2026
Fraud detectionAmazon Moviestabular time series17Apr 3, 2026
Relationship predictionAmazon Movies3d vision geometrygraph17Apr 3, 2026
Question AnsweringUMLS Biomedical QA (PubMedQA, BioASQ, ProcBank) (20% test)nlp17Apr 3, 2026
Air quality forecastingBeijing 3-day forecasttabular time series17Apr 2, 2026
Air quality forecastingBeijing 2-day forecasttabular time series17Apr 2, 2026
Air quality forecastingBeijing 1-day forecasttabular time series17Apr 2, 2026
Object Anomaly DetectionReal3D-AD Four Sample per class 1.0computer vision17Apr 2, 2026
Object Anomaly DetectionReal3D-AD Two Sample per class 1.0computer vision17Apr 2, 2026
Player Ranking300 Whist gamesmiscellaneous17Apr 2, 2026
Aspect-based Sentiment AnalysisCOTE-MFW syntactically perturbednlp17Apr 2, 2026
Reading ComprehensionSanWen syntactically perturbednlp17Apr 2, 2026
Question AnsweringCMRC syntactically perturbed 2018nlp17Apr 2, 2026
Natural Language InferenceCMNLI syntactically perturbednlp17Apr 2, 2026