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Project benchmark

ARC-AGI-1 · Abstract reasoning

ARC Prize · 289 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-1 · 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 289 records with values. See details for configurations and dates.

Chart data · 8 entries
Name%
Claude Fable 5 (Max)98.5
Claude Fable 5 (XHigh)98.5
Claude Opus 5.5 (High)98.5
Gemini 3.8 Flash (High)98.5
Gemini 4 Argon (High)98.5
Gemini 4 Argon (Medium)98.5
GPT-6 Astra (High)98.5
GPT-6 Astra (XHigh)98.5

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 289 records with values. See details for configurations and dates.

Chart data · 8 entries
NameUSD / Task
GPT-5 Nano (Minimal)0.002
GPT-4.1-Nano0.002
GPT-6 Luna (None)0.002
DeepSeek V4 Flash 0731 (None)0.002
Qwen3-235b-a22b Instruct (25/07)0.003
GPT-6 Luna (Low)0.003
GPT-5 Nano (Low)0.003
Nemotron 3.5 Super VL (None)0.004

Human reference

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

Stem Grad

Task score
98%
Cost per task
10 USD / Task

Human Panel

Task score
98%
Cost per task
17 USD / Task

Full results & model versions

289 / 289configurations 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.

Gemini 2.5 Flash (Preview) (Thinking 24K)

Model reported by the benchmark

As reportedOrganization: Google

gemini-2-5-flash-preview-05-20-thinking · CoT

Release time reported by the benchmark:

Task score
32.33%
Cost per task
0.1971 USD / Task

GPT-5.6 Sol (Max)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-sol · CoT

Release time reported by the benchmark:

Task score
96.5%
Cost per task
0.54 USD / Task

o4-mini (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

o4-mini · CoT

Release time reported by the benchmark:

Task score
58.67%
Cost per task
0.4058 USD / Task

Claude Haiku 4.5 (Thinking 1K)

Model reported by the benchmark

As reportedOrganization: Anthropic

claude-haiku-4-5-20251001 · CoT

Release time reported by the benchmark:

Task score
16.83%
Cost per task
0.0306 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
5.666666666666667%
Cost per task
0.005872 USD / Task

Claude Haiku 5.5 (Medium)

Model reported by the benchmark

As reportedOrganization: Anthropic

anthropic-claude-haiku-5-5 · CoT

Release time reported by the benchmark:

Task score
57.33333333333333%
Cost per task
0.008432 USD / Task

Gemini 4 Argon (High)

Model reported by the benchmark

As reportedOrganization: Google

google-gemini-4-argon · CoT

Release time reported by the benchmark:

Task score
98.5%
Cost per task
0.161674 USD / Task

Gemini 3.5 Flash-Lite (Medium)

Model reported by the benchmark

As reportedOrganization: Google

gemini-3-5-flash-lite · CoT

Release time reported by the benchmark:

Task score
32.33333333333333%
Cost per task
0.033269 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
11.6%
Cost per task
0.07 USD / Task

GPT-5.6 Luna (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

openai-gpt-5-6-luna · CoT

Release time reported by the benchmark:

Task score
76.5%
Cost per task
0.13 USD / Task

Inkling

Model reported by the benchmark

As reportedOrganization: Thinking Machines

CoT

Release time reported by the benchmark:

Task score
79.5%
Cost per task
0.300474 USD / Task

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

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
54%
Cost per task
0.012026 USD / Task

Grok 4.6 (Medium)

Model reported by the benchmark

As reportedOrganization: xAI

xai-grok-4-6 · CoT

Release time reported by the benchmark:

Task score
87.5%
Cost per task
0.301118 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
29.333333333333332%
Cost per task
0.04287 USD / Task

Claude Sonnet 4 (Thinking 8K)

Model reported by the benchmark

As reportedOrganization: Anthropic

claude-sonnet-4-20250514-thinking · CoT

Release time reported by the benchmark:

Task score
29%
Cost per task
0.1952 USD / Task

GPT-5.2

Model reported by the benchmark

As reportedOrganization: OpenAI

Base LLM

Release time reported by the benchmark:

Task score
12.33%
Cost per task
0.0472 USD / Task

GPT-5.2 (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-2-2025-12-11-thinking · CoT

Release time reported by the benchmark:

Task score
72.67%
Cost per task
0.3448 USD / Task

GPT-5.5 Pro (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-5-pro-2026-04-23-thinking · CoT

Release time reported by the benchmark:

Task score
96.5%
Cost per task
4.53 USD / Task

GPT-5.4 Mini (Medium)

Model reported by the benchmark

As reportedOrganization: OpenAI

gpt-5-4-mini-reasoning · CoT

Release time reported by the benchmark:

Task score
40.83%
Cost per task
0.16 USD / Task

o3-Pro (High)

Model reported by the benchmark

As reportedOrganization: OpenAI

o3-pro · CoT + Synthesis

Release time reported by the benchmark:

Task score
59.33%
Cost per task
4.16 USD / Task