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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 364 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Out-of-Distribution DetectionCIFAR-10 (test)computer visiontabular time series52May 8, 2026
Event Video RetrievalEVVEcomputer visionretrieval search rag52Feb 26, 2026
Joint Entity and Relation ExtractionWebNLG (test)nlpJoint Entity and Relation Extraction on WebNLG (test) performance trend52Feb 26, 2026
Optic Flow EstimationMVSEC (outdoor_day1)computer vision3d vision geometry52May 26, 2026
ClassificationLETTER (test)computer visionnlp+3Classification on LETTER (test) performance trend52May 11, 2026
Named Entity RecognitionResumenlp52Feb 26, 2026
Salient Object DetectionNLPRcomputer vision52Apr 21, 2026
Salient Object DetectionNJUDcomputer vision52Apr 21, 2026
Node ClassificationPubmed full-supervisedgraph52Jun 11, 2026
Nested Named Entity RecognitionACE 2005nlp52Feb 26, 2026
Speech RecognitionWSJ nov93 (dev)speech audio52Feb 26, 2026
Depth PredictionCityscapes (test)3d vision geometry52May 6, 2026
Retinal Vessel SegmentationDRIVE (test)computer visionbio medical52Apr 16, 2026
Partial Domain AdaptationOffice-31computer vision52Feb 26, 2026
Vision-and-Language NavigationRoom-to-Room (R2R) Unseen (val)robotics embodied aimultimodal52Feb 26, 2026
Phoneme RecognitionTIMIT (test)speech audio52Jun 8, 2026
Out-of-distribution DetectionCIFAR-100 in-distribution TinyImageNet out-of-distribution (test)computer visiontabular time series52Jul 9, 2026
Variational InferenceMNIST (test)miscellaneous52Mar 10, 2026
Domain AdaptationVisDA 2017 (val)computer visionnlp+152Feb 26, 2026
Fine-Grained Visual ClassificationStanford Dogs (test)computer vision52Feb 26, 2026
Machine Translation (Chinese-to-English)NIST 2003 (MT-03)nlpMachine Translation (Chinese-to-English) on NIST 2003 (MT-03) performance trend52Feb 26, 2026
Abstractive SummarizationCNN/Daily Mail non-anonymous (test)nlpAbstractive Summarization on CNN/Daily Mail non-anonymous (test) performance trend52Feb 26, 2026
Generalized Zero-Shot LearningFLOcomputer visionnlp52Mar 19, 2026
Activity DetectionCharades localize v1computer vision52Feb 26, 2026
Object DetectionILSVRC weakly labeled categories 2013 (val2)computer vision52Feb 26, 2026