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MMLU vs HELM: Holistic Evaluation of Language Models
Side-by-side comparison of MMLU (Benchmark) and HELM: Holistic Evaluation of Language Models (Benchmark).
Live Data← All Comparisons
80.5
Composite Score
MMLU
Benchmark · UC Berkeley / CRFM
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
MMLU wins 2 of 6 categories · HELM: Holistic Evaluation of Language Models wins 4 of 6 categories
Score Comparison
MMLUvsHELM: Holistic Evaluation of Language Models
Composite
80.5:87
Adoption
96:85
Quality
88:90
Freshness
74:75
Citations
98:92
Engagement
0:80
Details
FieldMMLUHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderUC Berkeley / CRFMStanford Center for Research on Foundation Models (CRFM)
Version1.0v2.0
Categoryllmsai-benchmarks
Pricingopen-sourcefree
LicenseMITApache 2.0
DescriptionMassive Multitask Language Understanding benchmark covering 57 academic subjects from STEM to humanities. Measures broad knowledge and reasoning ability through multiple-choice questions at varying difficulty levels from elementary to professional.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 MMLU
model-evaluationknowledge-testingmulti-domain-assessmentreasoning-evaluation
Shared
None
Only HELM: Holistic Evaluation of Language Models
language-understandingtext-generationreasoningknowledge-retrieval
Integrations
Only MMLU
lm-eval-harnesshelm
Shared
None
Only HELM: Holistic Evaluation of Language Models
None
Tags
Only MMLU
benchmarkknowledgereasoningmultitask
Shared
evaluation
Only HELM: Holistic Evaluation of Language Models
language-modelsholistictruthfulnessfairnessrobustness
Use Cases
MMLU
- ▸model comparison
- ▸knowledge assessment
- ▸training evaluation
- ▸research
HELM: Holistic Evaluation of Language Models
- ▸model comparison
- ▸risk assessment
- ▸model development
- ▸responsible ai
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