Find the right AI for you

Search by name or tell us what you want to do
API servicesChoose how to access modelsAI modelsCapabilities, specifications, and pricingAI toolsFind useful tools by taskMCP directoryConnect tools, data, and workflowsAgent skillsFind reusable skills for AI agentsBenchmarksCompare model performanceOnline toolsConvert accounts, format JSON, estimate costs and test APIsModel timelineExplore model releasesUse casesStart with a practical task
EnterSearch · ↑↓Choose a resultEscClose
Submit中文
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.

GPT-5.6 Sol (XHigh)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-sol · CoT

Release time reported by the benchmark:

Task score
90%
Cost per task
1.04 USD / Task

o3 (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

o3 · CoT

Release time reported by the benchmark:

Task score
6.53%
Cost per task
0.8339 USD / Task

GPT-5 (Minimal)

Model reported by the benchmark

As reportedOrganization: OpenAI

Base LLM

Release time reported by the benchmark:

Task score
0%
Cost per task
0.0562 USD / Task

Claude Fable 5 (Medium)

Model reported by the benchmark

As reportedOrganization: Anthropic

anthropic-claude-fable-5 · CoT

Release time reported by the benchmark:

Task score
82.5%
Cost per task
1.926978 USD / Task

GPT-5.1 (Thinking, None)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-1-reasoning · CoT

Release time reported by the benchmark:

Task score
0.42%
Cost per task
0.0581 USD / Task

GPT-4o

Model reported by the benchmark

As reportedOrganization: OpenAI

Base LLM

Release time reported by the benchmark:

Task score
0%
Cost per task
0.08 USD / Task

DeepSeek V4.1 Flash 1017 (None)

Model reported by the benchmark

As reportedOrganization: DeepSeek

deepseek-v4-1-flash-1017 · CoT

Release time reported by the benchmark:

Task score
2.083333333333333%
Cost per task
0.010168 USD / Task

GPT-5 (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-reasoning · CoT

Release time reported by the benchmark:

Task score
9.86%
Cost per task
0.7302 USD / Task

GPT-6 Sol (None)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-sol · CoT

Release time reported by the benchmark:

Task score
1.6666666666666665%
Cost per task
0.074064 USD / Task

Muse Spark Open (Low)

Model reported by the benchmark

As reportedOrganization: Meta AI

meta-muse-spark-open · CoT

Release time reported by the benchmark:

Task score
12.222222222222221%
Cost per task
0.10651 USD / Task

GPT-5.6 Sol (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-sol · CoT

Release time reported by the benchmark:

Task score
67.08%
Cost per task
0.47 USD / Task

Claude Opus 5.5 (High)

Model reported by the benchmark

As reportedOrganization: Anthropic

anthropic-claude-opus-5-5 · CoT

Release time reported by the benchmark:

Task score
93.33333333333333%
Cost per task
0.407896 USD / Task

Inkling

Model reported by the benchmark

As reportedOrganization: Thinking Machines

CoT

Release time reported by the benchmark:

Task score
36.52777777777778%
Cost per task
0.642077 USD / Task

Gemini 3.6 Flash (High)

Model reported by the benchmark

As reportedOrganization: Google

gemini-3-6-flash · CoT

Release time reported by the benchmark:

Task score
60.41666666666666%
Cost per task
0.60608 USD / Task

Claude Haiku 5.5 (High)

Model reported by the benchmark

As reportedOrganization: Anthropic

anthropic-claude-haiku-5-5 · CoT

Release time reported by the benchmark:

Task score
30.69444444444444%
Cost per task
0.046678 USD / Task

Opus 4.5 (Thinking, 64K)

Model reported by the benchmark

As reportedOrganization: Anthropic

opus-4-5-thinking · CoT

Release time reported by the benchmark:

Task score
37.64%
Cost per task
2.4 USD / Task

Gemini 3.7 Flash (Medium)

Model reported by the benchmark

As reportedOrganization: Google

google-gemini-3-7-flash · CoT

Release time reported by the benchmark:

Task score
63.75%
Cost per task
0.115828 USD / Task

GPT-6.1 Sol (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-6-1-sol · CoT

Release time reported by the benchmark:

Task score
86.66666666666667%
Cost per task
0.100377 USD / Task

Nemotron 3.5 Super VL (High)

Model reported by the benchmark

As reportedOrganization: NVIDIA

nvidia-nemotron-3-5-super-vl-120b-a12b · CoT

Release time reported by the benchmark:

Task score
1.5277777777777777%
Cost per task
0.043334 USD / Task

o3 (Low)

Model reported by the benchmark

As reportedOrganization: OpenAI

o3 · CoT

Release time reported by the benchmark:

Task score
1.99%
Cost per task
0.2343 USD / Task