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Project benchmark

ARC-AGI-3 · Provider Adapter

ARC Prize · 42 configurations with published scores. Review each metric and its test conditions separately.

Report identity & conditions

Data as of2026-10-28· Report published—. See individual records for run dates and test conditions.

Leaderboard updated

  • Run configurations remain separate, including different reasoning settings.
  • Individual test dates are not given. Update dates and model release dates from the report remain separate and do not substitute for actual test dates.
  • Costs follow the report’s run scope and dollar amounts; they are not model API unit prices.
  • ARC-AGI-3 · Semi-private evaluation set. Benchmark versions are compared separately.
  • Learning efficiency for interactive tasks. A score of 100% matches human efficiency at completing the games; this is not static-question accuracy.
  • Total evaluation cost in USD. It is not converted into cost per task and is not a current API quote.
  • Provider Adapter uses the provider’s context-management design and is compared separately from the standard harness.
Read the original report ↗

Compare metrics within the same report. Each chart explains its direction and scope.
See the details for full values and run conditions.

Skill acquisition efficiency

Learning efficiency for interactive tasks. A score of 100% matches human efficiency at completing the games; this is not static-question accuracy.: showing 8 of 42 records with values. See details for configurations and dates.

Chart data · 8 entries
Name%
GPT-6 Astra - Provider Adapter (High)99.946
GPT-6 Astra - Provider Adapter (Max)98.551
GPT-6 Astra - Provider Adapter (XHigh)98.442
GPT-6 Astra - Provider Adapter (Medium)98.439
GPT-6 Astra - Provider Adapter (Low)98.028
Gemini 4 Argon - Provider Adapter (Low)97.459
Gemini 4 Argon - Provider Adapter (Medium)97.345
Gemini 4 Argon - Provider Adapter (High)97.304

Total run cost

Total evaluation cost in USD. It is not converted into cost per task and is not a current API quote.: showing 8 of 42 records with values. See details for configurations and dates.

Chart data · 8 entries
NameUSD
GPT-6 Luna - Provider Adapter (None)205.032
GPT-6 Luna - Provider Adapter (Medium)213.72
GPT-6 Luna - Provider Adapter (Low)214.291
GPT-6 Luna - Provider Adapter (XHigh)223.172
GPT-6 Luna - Provider Adapter (High)223.895
GPT-6 Luna - Provider Adapter (Max)237.143
Claude Haiku 5.5 - Provider Adapter (Max)437.141
DeepSeek V4.1 Flash - Provider Adapter (None)648.412

Full results & model versions

42 / 42configurations have published scores in this scope. Scored configurations are listed; missing values remain “Not provided.” Different run configurations of the same model are listed separately.

GPT-6 Astra - Provider Adapter (Medium)

Model reported by the benchmark

Provider Adapter framework

As reportedOrganization: OpenAI

openai-gpt-6-astra-provider-adapter · CoT

Release time reported by the benchmark:

Skill acquisition efficiency
98.43861309255745%
Total run cost
19284.776630000004 USD

GPT-6 Sol - Provider Adapter (Medium)

Model reported by the benchmark

Provider Adapter framework

As reportedOrganization: OpenAI

openai-gpt-6-sol-provider-adapter · CoT

Release time reported by the benchmark:

Skill acquisition efficiency
4.930246053628116%
Total run cost
5889.174868 USD