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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 145 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Long-context language understandingLongBench-ellm chat instructionnlp93May 27, 2026
Novel View SynthesisScanNet++3d vision geometry93Jul 1, 2026
Anomaly DetectionBraTStabular time series93Jun 15, 2026
Multivariate Time Series Anomaly DetectionSMAPtabular time series93Jun 23, 2026
Image ClassificationAverage of 11 datasets (ImageNet, Caltech101, OxfordPets, StanfordCars, Flowers102, Food101, FGVCAircraft, SUN397, DTD, EuroSAT, UCF101) Base-to-Novel Generalizationcomputer vision93Jul 8, 2026
Aspect Sentiment Quad PredictionRest16nlp93May 28, 2026
Aspect Sentiment Quad PredictionRest15nlp93May 28, 2026
Code GenerationMBPP Plus (test)code developer ai93Jun 23, 2026
Near-OOD DetectionCIFAR-100 Near-OOD (test)computer vision93Apr 15, 2026
Material SegmentationMCubeS (test)computer vision93Jun 30, 2026
Image ClassificationCIFAR10 (test)computer vision93Feb 26, 2026
Molecular property predictionBBBPbio medical93Jul 7, 2026
ClusteringCIFAR100 20tabular time series93Feb 26, 2026
Depth EstimationSUN RGB-D (test)3d vision geometryDepth Estimation on SUN RGB-D (test) performance trend93Feb 26, 2026
Point Cloud Adversarial AttackShapeNetPart3d vision geometryadversarial safety security93May 12, 2026
Natural Language InferenceQNLInlp93Jun 4, 2026
Super-ResolutionODI-SR (test)computer vision93Mar 4, 2026
Online Action DetectionTHUMOS14 (test)computer visionOnline Action Detection on THUMOS14 (test) performance trend93Mar 26, 2026
Edge DetectionNYUDv2 (test)computer vision93Feb 26, 2026
Dialogue Emotion DetectionEmoryNLPnlpllm chat instruction93Apr 21, 2026
Temporal Action LocalizationTHUMOS 2014computer visionTemporal Action Localization on THUMOS 2014 performance trend93Feb 27, 2026
Image ClassificationStylized-ImageNetcomputer vision93Jun 30, 2026
Image Manipulation LocalizationNIST16computer vision93Jun 11, 2026
Retinal vessel segmentationDRIVEcomputer visionbio medical93Jun 23, 2026
Facial Landmark DetectionCOFW (test)computer vision93Feb 26, 2026