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

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

80.7
Composite Score
AI2 Reasoning Challenge (ARC)
Benchmark · Allen Institute for AI (AI2)
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
AI2 Reasoning Challenge (ARC) wins 0 of 6 categories · HELM: Holistic Evaluation of Language Models wins 6 of 6 categories

Score Comparison

AI2 Reasoning Challenge (ARC)vsHELM: Holistic Evaluation of Language Models
Composite
80.7:87
Adoption
78:85
Quality
85:90
Freshness
65:75
Citations
88:92
Engagement
70:80

Details

FieldAI2 Reasoning Challenge (ARC)HELM: Holistic Evaluation of Language Models
TypeBenchmarkBenchmark
ProviderAllen Institute for AI (AI2)Stanford Center for Research on Foundation Models (CRFM)
Versionv1.1v2.0
Categoryai-benchmarksai-benchmarks
Pricingfreefree
LicenseCC BY-SA 4.0Apache 2.0
DescriptionThe 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.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 AI2 Reasoning Challenge (ARC)

commonsense-reasoningscientific-reasoningknowledge-integrationinference

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-understandingtext-generationreasoningknowledge-retrieval

Tags

Only AI2 Reasoning Challenge (ARC)

reasoningquestion-answeringscienceelementary-schoolai2

Shared

None

Only HELM: Holistic Evaluation of Language Models

language-modelsevaluationholistictruthfulnessfairnessrobustness

Use Cases

AI2 Reasoning Challenge (ARC)

  • ai research
  • model evaluation
  • educational ai
  • knowledge representation

HELM: Holistic Evaluation of Language Models

  • model comparison
  • risk assessment
  • model development
  • responsible ai
Share this comparison
https://aaas.blog/compare/ai2-reasoning-challenge-arc-vs-helm-holistic-evaluation-of-language-models

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