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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 845 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
ClassificationPluvial Flood 50% noise added Noisy (5-fold CV)computer visionnlp+330May 1, 2026
ClassificationRSI-CB256 ResNet downsampled features PCA-512D (5-fold CV)computer visionnlp+330May 1, 2026
ClassificationCensus of Individual Trees synthetic samples added Balanced (5-fold CV)computer visionnlp+330May 1, 2026
Security Goal ExtractionSecGoal (test)adversarial safety securitynlp30May 1, 2026
Policy SynthesisWarehouse MDPs Property: Rmin R{“steps”}min=? [F “goal”] W512/W1024robotics embodied ai30May 1, 2026
Policy SynthesisWarehouse MDPs Property: Pmax F “goal” W512 W1024robotics embodied ai30May 1, 2026
Click-Through Rate PredictionICM 500tabular time series30May 1, 2026
Click-Through Rate PredictionICM 150tabular time series30May 1, 2026
Zero-shot classificationEight downstream tasks zero-shotnlpcomputer vision30Apr 30, 2026
SummarizationCNN/DMnlp30May 20, 2026
LogicSynlogicnlp30Apr 30, 2026
CodeLiveCodecode developer ai30Apr 30, 2026
Knowledge EvaluationIKPnlp30Apr 29, 2026
Needle-in-the-Haystack retrievalPG-19 mini 10K contextretrieval search rag30Apr 29, 2026
Long-context retrievalNeedle-in-the-Haystack 10k-contextretrieval search ragllm chat instruction30Apr 29, 2026
End-task performance evaluationSRA-Benchllm chat instructioncode developer ai+230Apr 28, 2026
Data analysis step verificationDABStepllm chat instruction30Apr 28, 2026
Point Cloud SegmentationScanNet v2 (val)3d vision geometry30Apr 28, 2026
General Visual UnderstandingVisNumBenchcomputer visionnlp30May 14, 2026
General Visual UnderstandingMMMU Procomputer visionnlp30May 14, 2026
Spatio-temporal learningNon-linear Fokker-Planck equation Equation (34) (test)tabular time series30Apr 28, 2026
Job Shop SchedulingSynthetic 100 Instances per Size (val)miscellaneous30Apr 28, 2026
Preference Alignment EvaluationNectarllm chat instructionadversarial safety security30Jun 4, 2026
Multi-speaker Automatic Speech RecognitionAliMeeting (test)speech audio30Jun 12, 2026
Brain Tumor SegmentationBraTS 2024 (test)bio medicalcomputer vision30Apr 27, 2026