Project benchmark

ARC-AGI-2 · Abstract reasoning

ARC Prize · 290 configurations with published scores. Review each metric and its test conditions separately.

Report identity & conditions

Data as of2026-11-03· 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-2 · Semi-private evaluation set. Benchmark versions are compared separately.
  • Task score on the semi-private evaluation set, as a percentage. It is not ranked across benchmark versions or evaluation scopes.
  • Cost per task as reported, in USD/task. Total costs and task counts are not invented. This is neither cost per successful task nor a current API quote.
  • Human reference results are shown separately and excluded from model/system rankings and cost comparisons.
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.

Task score

Task score on the semi-private evaluation set, as a percentage. It is not ranked across benchmark versions or evaluation scopes.: showing 8 of 290 records with values. See details for configurations and dates.

Chart data · 8 entries
Name%
GPT-6 Astra (Max)95
GPT-6.1 Sol (Max)94.167
Claude Opus 5.5 (High)93.333
GPT-6 Astra (XHigh)93.333
Claude Opus 5.5 (XHigh)92.5
GPT-5.6 Sol (Max)92.5
GPT-6 Astra (High)92.083
GPT-6 Astra (Medium)92.083

Cost per task

Cost per task as reported, in USD/task. Total costs and task counts are not invented. This is neither cost per successful task nor a current API quote.: showing 8 of 290 records with values. See details for configurations and dates.

Chart data · 8 entries
NameUSD / Task
GPT-5 Nano (Minimal)0.003
GPT-5 Nano (Low)0.003
GPT-4.1-Nano0.004
GPT-6 Luna (None)0.004
DeepSeek V4 Flash 0731 (None)0.004
Gemini 2.0 Flash0.004
Qwen3-235b-a22b Instruct (25/07)0.004
GPT-6 Luna (Low)0.005

Human reference

Human baselines are shown separately and are not ranked alongside models and systems.

Human Panel

Task score
100%
Cost per task
17 USD / Task

Full results & model versions

290 / 290configurations 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.

Qwen3.8-27B (None)

Model reported by the benchmark

As reportedOrganization: Alibaba

alibaba-qwen3-8-27b · CoT

Release time reported by the benchmark:

Task score
1.5277777777777777%
Cost per task
0.058919 USD / Task

Grok 4.7 (Low)

Model reported by the benchmark

As reportedOrganization: xAI

xai-grok-4-7 · CoT

Release time reported by the benchmark:

Task score
16.666666666666664%
Cost per task
0.173698 USD / Task

Grok 4 (Fast Reasoning)

Model reported by the benchmark

As reportedOrganization: xAI

grok-4-0709 · CoT

Release time reported by the benchmark:

Task score
5.28%
Cost per task
0.061 USD / Task

GPT-5.6 Luna 2026-07-30 (Low)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-luna-2026-07-30 · CoT

Release time reported by the benchmark:

Task score
3.611111111111111%
Cost per task
0.01363 USD / Task

DeepSeek V4 Pro 0813 (High)

Model reported by the benchmark

As reportedOrganization: DeepSeek

deepseek-v4-pro-0813 · CoT

Release time reported by the benchmark:

Task score
59.72222222222221%
Cost per task
0.596943 USD / Task

GPT-6 Sol (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-sol · CoT

Release time reported by the benchmark:

Task score
57.77777777777778%
Cost per task
0.147627 USD / Task

Dots3-Note Preview (Max)

Model reported by the benchmark

As reportedOrganization: Dots Studio

dots-studio-dots3-note-prev-max · CoT

Release time reported by the benchmark:

Task score
76.80555555555556%
Cost per task
0.076656 USD / Task

GPT-6 Luna (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-luna · CoT

Release time reported by the benchmark:

Task score
31.38888888888889%
Cost per task
0.023362 USD / Task

GPT-6 Luna (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-luna · CoT

Release time reported by the benchmark:

Task score
18.055555555555554%
Cost per task
0.012203 USD / Task

DeepSeek V4 Pro 0813 (None)

Model reported by the benchmark

As reportedOrganization: DeepSeek

deepseek-v4-pro-0813 · CoT

Release time reported by the benchmark:

Task score
0.8333333333333333%
Cost per task
0.040292 USD / Task

GPT-5.6 Terra (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-terra · CoT

Release time reported by the benchmark:

Task score
67.08%
Cost per task
0.55 USD / Task

GPT-6 Astra (Max)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-astra · CoT

Release time reported by the benchmark:

Task score
95%
Cost per task
1.119468 USD / Task

Claude Sonnet 4.6 (High)

Model reported by the benchmark

As reportedOrganization: Anthropic

claude-sonnet-4-6 · CoT

Release time reported by the benchmark:

Task score
60.42%
Cost per task
2.6966 USD / Task

Grok 4.7 (High)

Model reported by the benchmark

As reportedOrganization: xAI

xai-grok-4-7 · CoT

Release time reported by the benchmark:

Task score
58.33333333333334%
Cost per task
1.549013 USD / Task

Claude Sonnet 4 (Thinking 1K)

Model reported by the benchmark

As reportedOrganization: Anthropic

claude-sonnet-4-20250514-thinking · CoT

Release time reported by the benchmark:

Task score
0.85%
Cost per task
0.1425 USD / Task

Grok 4.5 (Medium)

Model reported by the benchmark

As reportedOrganization: xAI

xai-grok-4-5 · CoT

Release time reported by the benchmark:

Task score
52.64%
Cost per task
0.75 USD / Task

Gemini 2.5 Flash (Preview)

Model reported by the benchmark

As reportedOrganization: Google

CoT

Release time reported by the benchmark:

Task score
1.69%
Cost per task
0.057 USD / Task

Claude 3.7 (1K)

Model reported by the benchmark

As reportedOrganization: Anthropic

Claude_3_7_thinking · CoT

Release time reported by the benchmark:

Task score
0.4%
Cost per task
0.14 USD / Task

GPT-5.6 Terra (XHigh)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-terra · CoT

Release time reported by the benchmark:

Task score
74.17%
Cost per task
0.69 USD / Task

GPT-5.2 Pro (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-2-pro-2025-12-11-thinking · CoT

Release time reported by the benchmark:

Task score
54.16%
Cost per task
15.721 USD / Task