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HumanEval Dataset vs COCO 2017

Side-by-side comparison of HumanEval Dataset (Dataset) and COCO 2017 (Dataset).

79
Composite Score
HumanEval Dataset
Dataset · OpenAI
82.5
Composite Score
COCO 2017
Dataset · Microsoft
Overall Winner
COCO 2017
HumanEval Dataset wins 0 of 6 categories · COCO 2017 wins 5 of 6 categories

Score Comparison

HumanEval DatasetvsCOCO 2017
Composite
79:82.5
Adoption
91:97
Quality
94:96
Freshness
60:65
Citations
95:98
Engagement
0:0

Details

FieldHumanEval DatasetCOCO 2017
TypeDatasetDataset
ProviderOpenAIMicrosoft
Version1.02017
Categoryai-codecomputer-vision
Pricingopen-sourcefree
LicenseMITCC-BY-4.0
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.Microsoft COCO (Common Objects in Context) 2017 provides 118K training images with 860K object instances annotated with bounding boxes, segmentation masks, keypoints, and captions across 80 object categories. It remains the primary benchmark for object detection and instance segmentation research.

Capabilities

Only HumanEval Dataset

evaluationcode-generationunit-testing

Shared

None

Only COCO 2017

object-detectioninstance-segmentationkeypoint-detectionimage-captioning

Integrations

Only HumanEval Dataset

hugging-face

Shared

None

Only COCO 2017

PyTorchTensorFlowDetectron2MMDetection

Tags

Only HumanEval Dataset

codeevaluationpythonunit-tests

Shared

benchmark

Only COCO 2017

object-detectionsegmentationkeypointscaptions

Use Cases

HumanEval Dataset

  • code model evaluation
  • research
  • benchmarking

COCO 2017

  • model training
  • benchmark
  • computer vision research
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https://aaas.blog/compare/humaneval-dataset-vs-coco-2017

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