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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 208 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Multimodal UnderstandingMMBench (dev)multimodalMultimodal Understanding on MMBench (dev) performance trend73Jun 4, 2026
Long-context language understandingLongBench 1.0 (test)llm chat instructionnlp73Jun 9, 2026
Multiple-choice Question AnsweringMMLU 5-shotnlp73Apr 2, 2026
Moment RetrievalQVHighlights (val)computer visionnlpMoment Retrieval on QVHighlights (val) performance trend73Jun 9, 2026
Sentence ClassificationSentEval Transfer Tasks (test)nlp73Feb 26, 2026
Targeted Adversarial AttackImageNet-Compatibleadversarial safety securitycomputer vision73Apr 7, 2026
Sentiment ClassificationSST-5nlp73Jun 4, 2026
Object DetectionBDD100K (val)computer visionObject Detection on BDD100K (val) performance trend73Jun 24, 2026
Object DetectionUAVDT (test)computer vision73Jul 7, 2026
Arithmetic ReasoningSingleEqnlpllm chat instruction73May 27, 2026
Audio ClassificationESC50speech audio73Jun 16, 2026
Visual Place RecognitionPitts 250k (test)computer visionVisual Place Recognition on Pitts 250k (test) performance trend73May 21, 2026
Link PredictionUCI (transductive)graphLink Prediction on UCI (transductive) performance trend73May 26, 2026
Object DetectionCityscapes -> Foggy Cityscapescomputer vision73Mar 20, 2026
Sentiment AnalysisIMDBnlp73May 7, 2026
3D Visual GroundingSr3D (test)3d vision geometrycomputer vision3D Visual Grounding on Sr3D (test) performance trend73Feb 26, 2026
Commonsense ReasoningPIQA (test)nlp73Jul 3, 2026
Video Action RecognitionHMDB51 (test)computer vision73Feb 26, 2026
Offline Reinforcement LearningD4RL Gym walker2d (medium-replay)robotics embodied ai73May 29, 2026
Math Word Problem SolvingMath23K (test)llm chat instructionnlp73Feb 26, 2026
Abstractive SummarizationSAMSumnlp73Feb 26, 2026
Semantic SegmentationPascal-5^icomputer vision73Feb 26, 2026
Aspect Sentiment ClassificationRest SemEval 2014 (test)nlpAspect Sentiment Classification on Rest SemEval 2014 (test) performance trend73Apr 16, 2026
Form UnderstandingFUNSD (test)nlpcomputer vision73Feb 26, 2026
Link PredictionICEWS 14graph73Jun 29, 2026