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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 1654 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Question AnsweringHotpotQAnlp20Feb 26, 2026
Backdoor mitigationLingspamadversarial safety security20Feb 26, 2026
Out-of-Distribution DetectionFar OOD datasets (Dfar) (test)computer visiontabular time series20Feb 26, 2026
OOD DetectionImageNet-1K Dnearcomputer visiontabular time series20Feb 26, 2026
Machine TranslationWMT De-En 23nlp20Feb 26, 2026
Code GenerationHumanEval-Xcode developer ai20Feb 26, 2026
Commonsense ReasoningCommon Sense QA (test)nlp20Feb 26, 2026
Visual Perception EvaluationMME Perceptioncomputer vision20Feb 26, 2026
Gaussian Image DenoisingMcMaster 2011 (test)computer vision20Feb 26, 2026
Mathematical ReasoningOCW-Mathllm chat instructionnlp20Feb 26, 2026
Mass LocalizationVinDr held-out (test)computer vision20Feb 26, 2026
Calcification LocalizationVinDr held-out (test)bio medicalcomputer vision20Feb 26, 2026
Few-view 3D ReconstructionRealEstate10K (test)3d vision geometry20Feb 26, 2026
Text-to-motion retrievalKIT-ML (test)nlpmultimodal20Mar 26, 2026
Text-to-Music GenerationMusicCaps (evaluation set)image generation editing20Feb 26, 2026
Image WatermarkingStable Diffusion V2.1image generation editingcomputer vision20Feb 26, 2026
Monocular 2D Object DetectionKITTI (test)computer vision20Feb 27, 2026
Compositional EvaluationSugarCrepe (test)nlpcomputer vision+120Mar 4, 2026
Object DetectionFAIR1M 1.0computer vision20Feb 26, 2026
Single-image defocus deblurringDPDD Outdoor Scenes (test)computer vision20Feb 26, 2026
Image ClassificationCIFAR-10 rho=100 long-tailed (test)computer vision20Feb 26, 2026
Image ClassificationCIFAR-10computer vision20Feb 26, 2026
Satellite Image ClassificationEuroSATcomputer vision20Apr 14, 2026
Zero-shot ClassificationFood 101nlpcomputer vision20May 20, 2026
JPEG Artifact RemovalLIVE-1 (test)computer vision20Feb 26, 2026