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HELM: Holistic Evaluation of Language Models vs AI2 Reasoning Challenge (ARC)

Side-by-side comparison of HELM: Holistic Evaluation of Language Models (Benchmark) and AI2 Reasoning Challenge (ARC) (Benchmark).

87
Composite Score
HELM: Holistic Evaluation of Language Models
Benchmark · Stanford Center for Research on Foundation Models (CRFM)
80.7
Composite Score
AI2 Reasoning Challenge (ARC)
Benchmark · Allen Institute for AI (AI2)
Overall Winner
HELM: Holistic Evaluation of Language Models
HELM: Holistic Evaluation of Language Models wins 6 of 6 categories · AI2 Reasoning Challenge (ARC) wins 0 of 6 categories

Score Comparison

HELM: Holistic Evaluation of Language ModelsvsAI2 Reasoning Challenge (ARC)
Composite
87:80.7
Adoption
85:78
Quality
90:85
Freshness
75:65
Citations
92:88
Engagement
80:70

Details

FieldHELM: Holistic Evaluation of Language ModelsAI2 Reasoning Challenge (ARC)
TypeBenchmarkBenchmark
ProviderStanford Center for Research on Foundation Models (CRFM)Allen Institute for AI (AI2)
Versionv2.0v1.1
Categoryai-benchmarksai-benchmarks
Pricingfreefree
LicenseApache 2.0CC BY-SA 4.0
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.The AI2 Reasoning Challenge (ARC) is a question-answering dataset designed to evaluate advanced reasoning capabilities in AI systems. It consists of elementary-level science questions specifically crafted to be difficult for retrieval-based methods and require deeper understanding and reasoning to answer correctly.

Capabilities

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Shared

None

Only AI2 Reasoning Challenge (ARC)

commonsense-reasoningscientific-reasoningknowledge-integrationinference

Tags

Only HELM: Holistic Evaluation of Language Models

language-modelsevaluationholistictruthfulnessfairnessrobustness

Shared

None

Only AI2 Reasoning Challenge (ARC)

reasoningquestion-answeringscienceelementary-schoolai2

Use Cases

HELM: Holistic Evaluation of Language Models

  • model comparison
  • risk assessment
  • model development
  • responsible ai

AI2 Reasoning Challenge (ARC)

  • ai research
  • model evaluation
  • educational ai
  • knowledge representation
Share this comparison
https://aaas.blog/compare/helm-holistic-evaluation-of-language-models-vs-ai2-reasoning-challenge-arc

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