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Benchmarks

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

309,131 benchmarksPage 1898 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Node Classificationpubmed 10%/10%/80% splitgraph18Feb 26, 2026
Node Classificationfacebook (10%/10%/80% split)graph18Feb 26, 2026
Node Classificationamazon-ratings 10%/10%/80%graph18Feb 26, 2026
RetrievalSCIDOCSretrieval search rag18Mar 10, 2026
ReasoningDownstream Reasoning Benchmarks (MATH, GSM8K, AQUA, AIME, AMC, MMLU, GPQA)llm chat instructionnlp18Feb 26, 2026
Code generationHumanEvalcode developer ai18Mar 5, 2026
Graph Classificationmolbbbpgraph18Apr 20, 2026
WebShell Detection26.59K PHP scripts dataset (test)adversarial safety securitycode developer ai18Feb 26, 2026
Graph Structure LearningAutoregressive (AR) model p=120 synthetic (test)graph18Feb 26, 2026
Graph Structure LearningMoving Average (MA) model (p=120) synthetic (test)graph18Feb 26, 2026
Multiclass classificationacoustic (test)tabular time series18Feb 26, 2026
Multiclass classificationletter (test)tabular time series18Feb 26, 2026
Causal DiscoverySF5 (n=30, h=5)tabular time series18Feb 26, 2026
Causal DiscoveryER5 (n=30, h=5)tabular time series18Feb 26, 2026
Toy target distribution samplingGMM40 d = 50miscellaneous18May 20, 2026
Variational InferenceState-Space model (train)miscellaneous18Feb 26, 2026
ClassificationGaussian mixture synthetic dataset target domain (test)computer visionnlp+318Feb 27, 2026
Single-turn dialogueAnthropic HHllm chat instruction18May 4, 2026
ClusteringSynthetic Dataset Setup 1.0 (test)tabular time series18Feb 26, 2026
Pressure SynthesisSLP (test)bio medical18Feb 26, 2026
Cortical layer segmentationmacaque V1bio medicalcomputer vision18Feb 26, 2026
Disease ClassificationChinese (external val)bio medicalcomputer vision18Feb 26, 2026
Disease ClassificationStanford external (val)bio medicalcomputer vision18Feb 26, 2026
Disease ClassificationJohns Hopkins (JHU) (internal)bio medicalcomputer vision18Feb 26, 2026
Point Cloud Lossless Attribute CompressionMPEG CAT1 Sparse3d vision geometry18Feb 26, 2026