Compare
HELM: Holistic Evaluation of Language Models vs MMLU
Side-by-side comparison of HELM: Holistic Evaluation of Language Models (Benchmark) and MMLU (Benchmark).
Live Data← All Comparisons
87
Composite Score
HELM: Holistic Evaluation of Language Models
Benchmark · Stanford Center for Research on Foundation Models (CRFM)
80.5
Composite Score
MMLU
Benchmark · UC Berkeley / CRFM
Overall Winner
HELM: Holistic Evaluation of Language Models
HELM: Holistic Evaluation of Language Models wins 4 of 6 categories · MMLU wins 2 of 6 categories
Score Comparison
HELM: Holistic Evaluation of Language ModelsvsMMLU
Composite
87:80.5
Adoption
85:96
Quality
90:88
Freshness
75:74
Citations
92:98
Engagement
80:0
Details
FieldHELM: Holistic Evaluation of Language ModelsMMLU
TypeBenchmarkBenchmark
ProviderStanford Center for Research on Foundation Models (CRFM)UC Berkeley / CRFM
Versionv2.01.0
Categoryai-benchmarksllms
Pricingfreeopen-source
LicenseApache 2.0MIT
DescriptionHELM 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.Massive 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.
Capabilities
Only HELM: Holistic Evaluation of Language Models
language-understandingtext-generationreasoningknowledge-retrieval
Shared
None
Only MMLU
model-evaluationknowledge-testingmulti-domain-assessmentreasoning-evaluation
Integrations
Only HELM: Holistic Evaluation of Language Models
None
Shared
None
Only MMLU
lm-eval-harnesshelm
Tags
Only HELM: Holistic Evaluation of Language Models
language-modelsholistictruthfulnessfairnessrobustness
Shared
evaluation
Only MMLU
benchmarkknowledgereasoningmultitask
Use Cases
HELM: Holistic Evaluation of Language Models
- ▸model comparison
- ▸risk assessment
- ▸model development
- ▸responsible ai
MMLU
- ▸model comparison
- ▸knowledge assessment
- ▸training evaluation
- ▸research
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