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Benchmarks

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

309,131 benchmarksPage 2087 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
RegressionBostontabular time series17Apr 1, 2026
Image ClusteringTiny-ImageNet-200computer vision17Feb 26, 2026
Controllable Language Generation-ve Sentiment Pointwise Constraintnlpllm chat instruction17Feb 26, 2026
multiclass classificationiWildCam WILDS 2.0 (OOD)tabular time series17Feb 26, 2026
Text ClassificationSST-2 (test)nlp17Feb 26, 2026
Top-m Identification (m=3)Unstructured instances K=40nlp17Feb 26, 2026
Mathematical Information RetrievalNTCIR Wiki-Formula 12retrieval search ragnlp17Feb 26, 2026
Semantic SegmentationImageNet-S (test)computer vision17Feb 26, 2026
Image ClassificationImageNet-S 1.0 (test)computer vision17Feb 26, 2026
Node classificationogbn-products v1 (val)graph17Feb 26, 2026
Image GenerationMNIST (test)image generation editing17May 14, 2026
Entity MatchingDS (test)nlp17Feb 26, 2026
Entity MatchingAB (test)nlp17Feb 26, 2026
Graph ClassificationDD size shift (test)graph17Feb 26, 2026
Graph ClassificationPROTEINS size shift (test)graph17Feb 26, 2026
Graph ClassificationNCI109 size shift (test)graph17Feb 26, 2026
Graph ClassificationNCI1 size shift (test)graph17Feb 26, 2026
Multi-label classificationNUS-WIDE 81 unseen labels (test)computer visionnlp+217Feb 26, 2026
Vision-and-Language NavigationVLN-CE (test-unseen)robotics embodied aimultimodal17Feb 26, 2026
Video Panoptic SegmentationVIPSeg-VPS (val)computer vision17Feb 26, 2026
Domain GeneralizationCamelyon17-WILDScomputer vision17Feb 26, 2026
Text-to-Video RetrievalMSR-VTT 1K-A 10K (test)multimodalretrieval search rag17Feb 26, 2026
Sound Source LocalizationFlickr SoundNet 10k (test)speech audio17Feb 26, 2026
Question GenerationFairytale QAnlp17Feb 26, 2026
OOD DetectionTinyImageNetcomputer visiontabular time series17Feb 26, 2026