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MATH vs HELM: Holistic Evaluation of Language Models

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

74.4
Composite Score
MATH
Benchmark · UC Berkeley
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
MATH wins 1 of 6 categories · HELM: Holistic Evaluation of Language Models wins 5 of 6 categories

Score Comparison

MATHvsHELM: Holistic Evaluation of Language Models
Composite
74.4:87
Adoption
88:85
Quality
86:90
Freshness
74:75
Citations
88:92
Engagement
0:80

Details

FieldMATHHELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderUC BerkeleyStanford Center for Research on Foundation Models (CRFM)
Version1.0v2.0
Categoryllmsai-benchmarks
Pricingopen-sourcefree
LicenseMITApache 2.0
DescriptionCollection of 12,500 competition mathematics problems from AMC, AIME, and other math competitions covering algebra, geometry, number theory, combinatorics, and more. Problems require multi-step reasoning and mathematical insight beyond pattern matching.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 MATH

model-evaluationcompetition-math-testingadvanced-reasoning-assessment

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Integrations

Only MATH

lm-eval-harness

Shared

None

Only HELM: Holistic Evaluation of Language Models

None

Tags

Only MATH

benchmarkmathematicscompetitionreasoning

Shared

evaluation

Only HELM: Holistic Evaluation of Language Models

language-modelsholistictruthfulnessfairnessrobustness

Use Cases

MATH

  • mathematical reasoning evaluation
  • frontier model comparison
  • research

HELM: Holistic Evaluation of Language Models

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

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