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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 1269 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Conversational SearchCAsT 19retrieval search ragnlp24Apr 10, 2026
Sentiment ClassificationCR (Entire dataset)nlp24Feb 26, 2026
Sentiment ClassificationMRnlp24Feb 26, 2026
Image DenoisingUrban100 22 (test)computer vision24Feb 26, 2026
Image DenoisingBSD68 41 (test)computer vision24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) Chinese (zh) (test)nlp24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) Japanese (ja) (test)nlp24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) French (fr) (test)nlp24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) Spanish (es) (test)nlp24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) English (en) (test)nlp24Feb 26, 2026
Sentiment ClassificationMultilingual Amazon Reviews Corpus (MARC) German (de) (test)nlp24Feb 26, 2026
No-Reference Point Cloud Quality AssessmentSJTU-PCQA3d vision geometry24Feb 26, 2026
Fluorescence Image RestorationSynthetic Phantom Shapes (test)computer vision24Feb 26, 2026
Model Inversion AttackCelebA (private) and FFHQ (public) (test)adversarial safety security24Feb 27, 2026
Adversarial Text DetectionAG Newsadversarial safety securitynlp24Feb 26, 2026
Adversarial Text DetectionIMDB (test)adversarial safety securitynlp24Feb 26, 2026
Hierarchical Text ClassificationDBpedia Depth 3nlp24May 18, 2026
SummarizationMultiNews (test)nlp24Feb 26, 2026
Semantic SimilaritySemantic Similarity Cross-lingual XLnlpretrieval search rag24Feb 26, 2026
Semantic Role LabelingCoNLL 2005 (WSJ (in-domain))nlp24Feb 26, 2026
Dialogue-level dependency parsingCDDT (test)nlp24Feb 26, 2026
Natural Language UnderstandingAdvGLUEnlp24Jun 29, 2026
Reinforcement LearningMuJoCo Antrobotics embodied ai24Mar 12, 2026
Reinforcement LearningMuJoCo Hopperrobotics embodied ai24Mar 12, 2026
Document RetrievalMS MARCO Document (dev)retrieval search rag24Feb 26, 2026