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AI2 Reasoning Challenge (ARC) vs MMLU

Side-by-side comparison of AI2 Reasoning Challenge (ARC) (Benchmark) and MMLU (Benchmark).

80.7
Composite Score
AI2 Reasoning Challenge (ARC)
Benchmark · Allen Institute for AI (AI2)
80.5
Composite Score
MMLU
Benchmark · UC Berkeley / CRFM
Overall Winner
AI2 Reasoning Challenge (ARC)
AI2 Reasoning Challenge (ARC) wins 2 of 6 categories · MMLU wins 4 of 6 categories

Score Comparison

AI2 Reasoning Challenge (ARC)vsMMLU
Composite
80.7:80.5
Adoption
78:96
Quality
85:88
Freshness
65:74
Citations
88:98
Engagement
70:0

Details

FieldAI2 Reasoning Challenge (ARC)MMLU
TypeBenchmarkBenchmark
ProviderAllen Institute for AI (AI2)UC Berkeley / CRFM
Versionv1.11.0
Categoryai-benchmarksllms
Pricingfreeopen-source
LicenseCC BY-SA 4.0MIT
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.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 AI2 Reasoning Challenge (ARC)

commonsense-reasoningscientific-reasoningknowledge-integrationinference

Shared

None

Only MMLU

model-evaluationknowledge-testingmulti-domain-assessmentreasoning-evaluation

Integrations

Only AI2 Reasoning Challenge (ARC)

None

Shared

None

Only MMLU

lm-eval-harnesshelm

Tags

Only AI2 Reasoning Challenge (ARC)

question-answeringscienceelementary-schoolai2

Shared

reasoning

Only MMLU

benchmarkevaluationknowledgemultitask

Use Cases

AI2 Reasoning Challenge (ARC)

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

MMLU

  • model comparison
  • knowledge assessment
  • training evaluation
  • research
Share this comparison
https://aaas.blog/compare/ai2-reasoning-challenge-arc-vs-mmlu

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