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HumanEval vs HELM: Holistic Evaluation of Language Models

Side-by-side comparison of HumanEval (Benchmark) and HELM: Holistic Evaluation of Language Models (Benchmark).

78.4
Composite Score
HumanEval
Benchmark · OpenAI
87
Composite Score
HELM: Holistic Evaluation of Language Models
Benchmark · Stanford Center for Research on Foundation Models (CRFM)
Overall Winner
HELM: Holistic Evaluation of Language Models
HumanEval wins 2 of 6 categories · HELM: Holistic Evaluation of Language Models wins 4 of 6 categories

Score Comparison

HumanEvalvsHELM: Holistic Evaluation of Language Models
Composite
78.4:87
Adoption
94:85
Quality
84:90
Freshness
72:75
Citations
96:92
Engagement
0:80

Details

FieldHumanEvalHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderOpenAIStanford Center for Research on Foundation Models (CRFM)
Version1.0v2.0
Categoryai-codeai-benchmarks
Pricingopen-sourcefree
LicenseMITApache 2.0
DescriptionHand-written Python programming problems with function signatures, docstrings, and test cases for evaluating code generation. Each problem requires implementing a function that passes a set of unit tests, measuring functional correctness rather than textual similarity.HELM is a living benchmark designed to provide a comprehensive and holistic evaluation of language models across a wide range of scenarios and metrics. It aims to move beyond single-number evaluations by assessing models on factors like truthfulness, calibration, fairness, robustness, and efficiency, providing a more nuanced understanding of their capabilities and limitations.

Capabilities

Only HumanEval

model-evaluationcode-generation-testingfunctional-correctness-assessment

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Integrations

Only HumanEval

lm-eval-harness

Shared

None

Only HELM: Holistic Evaluation of Language Models

None

Tags

Only HumanEval

benchmarkcodingpythonfunction-generation

Shared

evaluation

Only HELM: Holistic Evaluation of Language Models

language-modelsholistictruthfulnessfairnessrobustness

Use Cases

HumanEval

  • code model comparison
  • coding ability assessment
  • research

HELM: Holistic Evaluation of Language Models

  • model comparison
  • risk assessment
  • model development
  • responsible ai
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https://aaas.blog/compare/humaneval-vs-helm-holistic-evaluation-of-language-models

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