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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 140 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Sentiment AnalysisCMU-MOSEI (test)nlp96May 20, 2026
ClassificationCOIL-20computer visionnlp+396May 28, 2026
Emotion DetectionEmoryNLP (test)nlp96Feb 26, 2026
Domain AdaptationOFFICEcomputer visionnlp+196Feb 26, 2026
Image-to-Text RetrievalMSCOCO (1K test)multimodalretrieval search ragImage-to-Text Retrieval on MSCOCO (1K test) performance trend96Mar 31, 2026
Reading ComprehensionDROPnlp96May 21, 2026
Face Anti-SpoofingIdiap Replay-Attack OCM → Icomputer vision96Feb 26, 2026
Fine-grained classificationStanford Carscomputer vision96Jun 25, 2026
Polyp SegmentationColonDBcomputer visionbio medicalPolyp Segmentation on ColonDB performance trend96Jul 2, 2026
Visual Question AnsweringVizwiz (val)multimodalcomputer vision+196Jul 3, 2026
Flowshop SchedulingVRF hard-large n > 200 (test)miscellaneous95Jun 16, 2026
Code GenerationMBPPcode developer ai95Jul 1, 2026
Plan Cost ReductionPlanning Domains Individual Domains IPCrobotics embodied ai95Apr 1, 2026
Zero-shot EvaluationZero-shot Tasks Averagenlpllm chat instruction95Jul 9, 2026
Aspect-based Sentiment AnalysisASAP (test)nlp95Mar 31, 2026
Image-to-image retrievalFood101computer visionretrieval search rag95Jul 8, 2026
Watermark DetectionC4adversarial safety security95May 29, 2026
Question AnsweringARC-E and PIQA (test)nlp95Feb 26, 2026
Speaker VerificationVoxCeleb-Espeech audio95Jul 9, 2026
Math reasoningAMCllm chat instructionnlp95Mar 31, 2026
Anomaly DetectionMSLtabular time series95Mar 20, 2026
Video UnderstandingLVBenchcomputer visionVideo Understanding on LVBench performance trend95Jul 7, 2026
Reasoning-based text-to-image generationWISEimage generation editingnlp95Jun 12, 2026
Short-term ForecastingPEMS08tabular time series95Jun 26, 2026
Short-term ForecastingPEMS04tabular time series95Jun 26, 2026