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HumanEval Dataset vs MIMIC-IV

Side-by-side comparison of HumanEval Dataset (Dataset) and MIMIC-IV (Dataset).

79
Composite Score
HumanEval Dataset
Dataset · OpenAI
78.8
Composite Score
MIMIC-IV
Dataset · MIT Laboratory for Computational Physiology / Beth Israel Deaconess Medical Center
Overall Winner
HumanEval Dataset
HumanEval Dataset wins 2 of 6 categories · MIMIC-IV wins 2 of 6 categories

Score Comparison

HumanEval DatasetvsMIMIC-IV
Composite
79:78.8
Adoption
91:90
Quality
94:94
Freshness
60:80
Citations
95:96
Engagement
0:0

Details

FieldHumanEval DatasetMIMIC-IV
TypeDatasetDataset
ProviderOpenAIMIT Laboratory for Computational Physiology / Beth Israel Deaconess Medical Center
Version1.02.2
Categoryai-codemedical
Pricingopen-sourcefree
LicenseMITPhysioNet Credentialed Health Data License 1.5.0
DescriptionA curated set of 164 handwritten Python programming problems released by OpenAI, each consisting of a function signature, docstring, reference solution, and unit tests. HumanEval introduced the pass@k metric for functional code correctness evaluation and has become the de facto standard benchmark reported in virtually every code generation model paper.MIMIC-IV (Medical Information Mart for Intensive Care) is a comprehensive de-identified electronic health record database covering over 300,000 patients admitted to Beth Israel Deaconess Medical Center's ICU between 2008 and 2019. It contains detailed clinical data including diagnoses, procedures, medications, laboratory values, and waveforms, enabling a wide range of clinical AI research.

Capabilities

Only HumanEval Dataset

evaluationcode-generationunit-testing

Shared

None

Only MIMIC-IV

clinical-predictionicu-mortality-predictiondrug-interaction-analysisreadmission-prediction

Integrations

Only HumanEval Dataset

hugging-face

Shared

None

Only MIMIC-IV

BigQueryPostgreSQLPython (MIMIC-Extract)

Tags

Only HumanEval Dataset

codeevaluationpythonunit-testsbenchmark

Shared

None

Only MIMIC-IV

ehrclinicalicuhospital-recordsde-identifiedlongitudinal

Use Cases

HumanEval Dataset

  • code model evaluation
  • research
  • benchmarking

MIMIC-IV

  • clinical ai research
  • model training
  • benchmark
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https://aaas.blog/compare/humaneval-dataset-vs-mimic-iv

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