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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 130 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Short-term forecastingPEMS07tabular time series99Jun 26, 2026
Retrieval Attack DefenseNatural Questions (NQ)retrieval search ragadversarial safety security99Mar 27, 2026
Graph Anomaly DetectionWeibograph99May 27, 2026
Federated Learning Image ClassificationOpenSARShipcomputer visiontabular time series99Feb 26, 2026
Federated Learning Image ClassificationMSTARcomputer visiontabular time series99Feb 26, 2026
Complex ReasoningBBHllm chat instructionnlp99Jun 5, 2026
Multiple Choice Question AnsweringIndoCulture native prompts (test)nlp99Feb 26, 2026
Mathematical ReasoningAGIEval MATHllm chat instructionnlp99May 26, 2026
RecommendationMovieLenstabular time series99May 12, 2026
General ReasoningSuper GPQAllm chat instructionnlp99Jun 23, 2026
Hallucination DetectionRAGTruth (test)llm chat instructionnlp99May 11, 2026
Image Classification CalibrationCIFAR100computer vision99Jun 25, 2026
Open Vocabulary Semantic SegmentationPascal Context PC-59computer vision99May 12, 2026
Image GenerationImageNet 512x512image generation editingImage Generation on ImageNet 512x512 performance trend99Jun 30, 2026
Visual Question AnsweringMMBench-CNmultimodalcomputer vision+1Visual Question Answering on MMBench-CN performance trend99Jul 7, 2026
Multimodal PerceptionMME Perceptionmultimodalcomputer vision99May 8, 2026
Video Instance SegmentationYouTube-VIS 2021computer vision99Jun 8, 2026
Image GenerationCelebAimage generation editing99Jun 30, 2026
Panoptic SegmentationADE20K (val)computer visionPanoptic Segmentation on ADE20K (val) performance trend99May 19, 2026
Continuous Sign Language RecognitionCSL-Daily (test)speech audiocomputer visionContinuous Sign Language Recognition on CSL-Daily (test) performance trend99Apr 1, 2026
Image-to-Text RetrievalFlickr30K-CNmultimodalretrieval search rag99Feb 26, 2026
Sentence Classification Transfer TasksSentEval transfer tasksnlp99Feb 26, 2026
Time-series GenerationEnergytabular time series99Jun 11, 2026
Relation ExtractionSciERCnlp99Jun 30, 2026
Semantic SegmentationCityscapes 1/4 (744 labels)computer visionSemantic Segmentation on Cityscapes 1/4 (744 labels) performance trend99Jul 7, 2026