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Benchmarks

ARC-AGI-2

nearing saturationReasoningcontamination risk: mediumlaunched 2025-03-24

Benchmark metadata from benchwiki — this page mirrors their record so scores can be joined to it. The original is canonical.

Superseded by arc-agi-3.

What it measures

The harder static ARC successor: human-calibrated colored-grid abstraction tasks, now pressured by 2026 frontier systems.

Primary metric
task success rate on the public evaluation split (%)
Judge model
not judged by a model
Human baseline
100The official ARC Prize leaderboard lists a Human Panel score of 100% on the ARC-AGI-2 semi-private axis. The arXiv paper also reports 66% across all human evaluations and attempts, 75% aggregated by task, and 100% solvability by at least two independent non-expert human testers.
Languages
Language-neutral

Health

The public evaluation set has 120 tasks, so one solved task moves the score by 0.83 points. The official leaderboard uses the semi-private axis, while Kaggle competitions use private evaluation. Identify the split, attempt budget, and cost budget before comparing scores.

Status evidence
ARC-AGI-2 remains the current static colored-grid ARC benchmark, but the official ARC Prize leaderboard generated on 2026-07-23 lists GPT-5.6 Sol Max at 92.5% and GPT-5.6 Sol xHigh at 90.0% on the ARC-AGI-2 semi-private axis. Because competition/private-set validation and efficiency constraints still matter, this page marks it nearing saturation rather than fully saturated.
Saturated since
not saturated
Refresh cycle
static
Test set public
yes

ARC-AGI-2 keeps public training and evaluation data for open research, but adds semi-private and fully-private test sets for lower-leakage leaderboard and competition use. The public evaluation split is still public, so repeated tuning against it should be treated as contamination.

History & lineage

Hand-maintained, not part of the benchwiki record above — each line cites the paper or leaderboard it comes from.

  1. 2019-11ARC-AGI-1 introduces static colored-grid abstraction tasks.
  2. 2025-03ARC-AGI-2 keeps the static grid format but raises difficulty and improves human calibration and private-set controls.
  3. 2026-04ARC-AGI-3 appears as arXiv:2603.24621v2, introducing interactive turn-based environments and RHAE scoring.
  4. 2026-07The official leaderboard generated on 2026-07-23 lists GPT-5.6 Sol (Max) at 7.78% on the ARC-AGI-3 semi-private axis, with substantially higher cost than static ARC runs.

Further reading

Models scored on this benchmark

The reverse lookup, which is this site’s addition: every model here with a score on this benchmark. Independent measurements and vendor-reported numbers are kept apart rather than interleaved, because they are different claims.

Independently measured

ModelScoreHarnessMeasuredProvenanceHealth
GPT-6 Astra (max)OpenAI95.0%not reported2026-09-03ind.superseded
GPT-6.1 Sol (max)OpenAI94.2%not reported2026-09-29ind.superseded
GPT-6 Astra (xhigh)OpenAI93.3%not reported2026-09-03ind.superseded
Claude Opus 5.5 (high)Anthropic93.3%not reported2026-09-22ind.superseded
GPT-5.6 Sol (max)OpenAI92.5%not reported2026-07-09ind.superseded
Claude Opus 5.5 (xhigh)Anthropic92.5%not reported2026-09-22ind.superseded
GPT-6 Astra (high)OpenAI92.1%not reported2026-09-03ind.superseded
GPT-6 Astra (medium)OpenAI92.1%not reported2026-09-03ind.superseded
Claude Opus 5.5 (max)Anthropic91.7%not reported2026-09-22ind.superseded
GPT-6.1 Sol (xhigh)OpenAI91.7%not reported2026-09-29ind.superseded
GPT-6.1 Sol (high)OpenAI91.7%not reported2026-09-29ind.superseded
Claude Opus 5 (max)Anthropic90.4%not reported2026-07-24ind.superseded
GPT-5.6 SolOpenAI90.0%not reported2026-07-09ind.superseded
Claude Fable 5.1 (max)Anthropic90.0%not reported2026-09-01ind.superseded
Claude Fable 5.1 (xhigh)Anthropic90.0%not reported2026-09-01ind.superseded
GPT-6 Sol (max)OpenAI89.6%not reported2026-09-22ind.superseded
Claude Fable 5 (max)Anthropic89.2%not reported2026-06-09ind.superseded
Gemini 3.8 Flash (high)Google DeepMind89.2%not reported2026-09-02ind.superseded
Claude Fable 5.1 (high)Anthropic88.8%not reported2026-09-01ind.superseded
Claude Fable 5 (xhigh)Anthropic88.3%not reported2026-06-09ind.superseded
Claude Opus 5 (high)Anthropic88.3%not reported2026-07-24ind.superseded
Claude Fable 5 (high)Anthropic87.5%not reported2026-06-09ind.superseded
Claude Opus 5.5 (medium)Anthropic87.5%not reported2026-09-22ind.superseded
GPT-6.1 Sol (medium)OpenAI86.7%not reported2026-09-29ind.superseded
Claude Fable 5.1 (medium)Anthropic86.3%not reported2026-09-01ind.superseded
GPT-5.6 Sol (high)OpenAI85.4%not reported2026-07-09ind.superseded
GPT-6 Astra (low)OpenAI85.4%not reported2026-09-03ind.superseded
GPT-5.5 (xhigh)OpenAI85.0%not reported2026-04-23ind.superseded
Gemini 3.7 Flash (high)Google DeepMind84.6%not reported2026-08-13ind.superseded
Gemini 3 Deep Think (2/26)Google DeepMind84.6%not reported2026-02-12ind.supersededdisputed
GPT-5.5 Pro (high)OpenAI84.6%not reported2026-04-23ind.superseded
GPT-5.5 Pro (xhigh)OpenAI84.2%not reported2026-04-23ind.superseded
GPT-5.6 Terra (max)OpenAI83.9%not reported2026-07-09ind.superseded
GPT-5.4 Pro (xhigh)OpenAI83.3%not reported2026-03-05ind.superseded
GPT-5.5 (high)OpenAI83.3%not reported2026-04-23ind.superseded
Gemini 3.8 Flash (medium)Google DeepMind82.9%not reported2026-09-02ind.superseded
Claude Fable 5 (medium)Anthropic82.5%not reported2026-06-09ind.superseded
Claude Fable 5.1 (low)Anthropic78.3%not reported2026-09-01ind.superseded
GPT-6 Sol (xhigh)OpenAI78.1%not reported2026-09-22ind.superseded
Gemini 3.1 ProGoogle DeepMind77.1%not reported2026-02-19ind.supersededdisputed
Gemini 3.1 ProGoogle DeepMind77.1%not reported2026-02-19ind.supersededdisputed
Claude Fable 5 (low)Anthropic76.8%not reported2026-06-09ind.superseded
GPT-6.1 Sol (low)OpenAI76.7%not reported2026-09-29ind.superseded
Claude Opus 4.7 (max)Anthropic75.8%not reported2026-04-16ind.supersededdisputed
Claude Opus 4.7 (max)Anthropic75.8%not reported2026-04-16ind.supersededdisputed
GPT-5.6 Terra (xhigh)OpenAI74.2%not reported2026-07-09ind.superseded
GPT-5.4 (xhigh)OpenAI74.0%not reported2026-03-05ind.superseded
DeepSeek V4.1 Flash (max)DeepSeek72.9%not reported2026-09-09ind.superseded
Gemini 3.5 Flash (high)Google DeepMind72.1%not reported2026-05-19ind.superseded
Claude Opus 4.8 (high)Anthropic72.1%not reported2026-05-28ind.superseded
Claude Opus 4.8 (medium)Anthropic71.7%not reported2026-05-28ind.superseded
GPT-5.5 (medium)OpenAI70.4%not reported2026-04-23ind.superseded
Claude Opus 5.5 (low)Anthropic70.1%not reported2026-09-22ind.superseded
Claude Opus 4.6 (120k)Anthropic69.2%not reported2026-02-05ind.supersededdisputed
GPT-6 Sol (high)OpenAI68.9%not reported2026-09-22ind.superseded
Claude Opus 4.6 (120k)Anthropic68.8%not reported2026-02-05ind.supersededdisputed
Claude Opus 4.7 (high)Anthropic68.3%not reported2026-04-16ind.supersededdisputed
Claude Opus 4.7 (high)Anthropic68.3%not reported2026-04-16ind.supersededdisputed
GPT-5.4 (high)OpenAI67.5%not reported2026-03-05ind.superseded
Claude Opus 4.7 (medium)Anthropic67.5%not reported2026-04-16ind.superseded
DeepSeek V4.1 Flash (high)DeepSeek67.5%not reported2026-09-09ind.superseded
Grok 4.6 (xhigh)xAI67.1%not reported2026-08-12ind.superseded
GPT-5.6 Sol (medium)OpenAI67.1%not reported2026-07-09ind.superseded
GPT-5.6 Terra (high)OpenAI67.1%not reported2026-07-09ind.superseded
Claude Opus 4.6 (120k)Anthropic66.3%not reported2026-02-05ind.supersededdisputed
GLM 5.3 Flash (max)Z.ai (Zhipu AI)65.8%not reported2026-08-20ind.superseded
Grok 4.20xAI65.1%not reported2026-02-17ind.superseded
Grok 4.6 (high)xAI65.1%not reported2026-08-12ind.superseded
Claude Opus 4.6 (120k)Anthropic64.6%not reported2026-02-05ind.supersededdisputed
Gemini 3.7 Flash (medium)Google DeepMind63.7%not reported2026-08-13ind.superseded
Claude Opus 4.8 (low)Anthropic62.2%not reported2026-05-28ind.superseded
Claude Opus 4.7 (low)Anthropic62.1%not reported2026-04-16ind.superseded
DeepSeek V4 Flash (max)DeepSeek61.4%not reported2026-07-31ind.superseded
Grok 4.7 (xhigh)xAI61.4%not reported2026-09-21ind.superseded
Grok 4.6 (medium)xAI61.3%not reported2026-08-12ind.superseded
DeepSeek V4 Pro (max)DeepSeek61.3%not reported2026-08-13ind.superseded
Claude Sonnet 4.6 (high)Anthropic60.4%not reported2026-02-17ind.superseded
Kimi K3 (max)Moonshot60.4%not reported2026-07-16ind.superseded
Gemini 3.6 Flash (high)Google DeepMind60.4%not reported2026-07-21ind.superseded
DeepSeek V4 Pro (high)DeepSeek59.7%not reported2026-08-13ind.superseded
GPT-6 Astra (none)OpenAI59.6%not reported2026-09-03ind.superseded
GPT-5.6 Luna (max)OpenAI59.5%not reported2026-07-09ind.superseded
GPT-6 Luna (max)OpenAI59.3%not reported2026-09-22ind.superseded
Claude Sonnet 4.6 (max)Anthropic58.3%not reported2026-02-17ind.superseded
GPT-6 Sol (medium)OpenAI57.8%not reported2026-09-22ind.superseded
DeepSeek V4 Pro (low)DeepSeek56.3%not reported2026-08-13ind.superseded
DeepSeek V4 Flash (high)DeepSeek56.0%not reported2026-07-31ind.superseded
GPT-5.4 (medium)OpenAI55.4%not reported2026-03-05ind.superseded
Kimi K3 (high)Moonshot55.0%not reported2026-07-16ind.superseded
GPT-5.2 Pro (high)OpenAI54.2%not reported2025-12-11ind.superseded
Gemini 3.7 Flash (low)Google DeepMind52.9%not reported2026-08-13ind.superseded
GPT-5.2 (xhigh)OpenAI52.9%not reported2025-12-11ind.superseded
Grok 4.5 (high)xAI52.6%not reported2026-07-08ind.superseded
Grok 4.5 (medium)xAI52.6%not reported2026-07-08ind.superseded
Gemini 3.6 Flash (medium)Google DeepMind50.4%not reported2026-07-21ind.superseded
GPT-5.6 Luna (xhigh)OpenAI47.6%not reported2026-07-09ind.superseded
DeepSeek V4 Flash (low)DeepSeek46.0%not reported2026-07-31ind.superseded
Gemini 3 Deep Think (2/26)Google DeepMind45.1%not reported2026-02-12ind.supersededdisputed
GPT-5.6 Sol (low)OpenAI42.5%not reported2026-07-09ind.superseded
Qwen3.8-27B (xhigh)Alibaba42.4%not reported2026-08-14ind.superseded
GPT-6 Luna (xhigh)OpenAI41.9%not reported2026-09-22ind.superseded
Inkling Small (xhigh)Thinking Machines40.1%not reported2026-07-15ind.superseded
GPT-5.2 Pro (medium)OpenAI38.5%not reported2025-12-11ind.superseded
Claude Opus 4.5 (64k)Anthropic37.6%not reported2025-11-24ind.superseded
GPT-5.6 Terra (medium)OpenAI37.5%not reported2026-07-09ind.superseded
InklingThinking Machines36.5%not reported2026-07-15ind.superseded
Gemini 3 Flash PreviewGoogle DeepMind33.6%not reported2025-12-17ind.supersededdisputed
GPT-5.5 (low)OpenAI33.3%not reported2026-04-23ind.superseded
Grok 4.5 (low)xAI33.1%not reported2026-07-08ind.superseded
Inkling Small (high)Thinking Machines33.1%not reported2026-07-15ind.superseded
GPT-6 Sol (low)OpenAI31.5%not reported2026-09-22ind.superseded
GPT-6 Luna (high)OpenAI31.4%not reported2026-09-22ind.superseded
Gemini 3 ProGoogle DeepMind31.1%not reported2025-11-18ind.superseded
Gemini 3.6 Flash (low)Google DeepMind30.4%not reported2026-07-21ind.superseded
GPT-5.6 Luna (high)OpenAI29.3%not reported2026-07-09ind.superseded
GPT-5.4 (low)OpenAI29.2%not reported2026-03-05ind.superseded
Grok 4.6 (low)xAI27.6%not reported2026-08-12ind.superseded
GPT-5.2 (medium)OpenAI26.7%not reported2025-12-11ind.superseded
Claude Opus 4.5 (16k)Anthropic22.8%not reported2025-11-24ind.superseded
Qwen3.8-27B (low)Alibaba22.8%not reported2026-08-14ind.superseded
GLM-5.2Z.ai (Zhipu AI)22.8%not reported2026-06-16ind.superseded
GPT-5.4 Mini (xhigh)OpenAI18.9%not reported2026-03-17ind.superseded
GPT-5.6 Terra (low)OpenAI18.8%not reported2026-07-09ind.superseded
GPT-5 ProOpenAI18.3%not reported2025-10-07ind.superseded
GPT-6 Luna (medium)OpenAI18.1%not reported2026-09-22ind.superseded
GPT-5.1 (high)OpenAI17.6%not reported2025-11-13ind.superseded
Grok 4xAI16.0%not reported2025-07-09ind.superseded
Claude Opus 4.5 (8k)Anthropic13.9%not reported2025-11-24ind.superseded
Inkling Small (medium)Thinking Machines13.6%not reported2026-07-15ind.superseded
Claude Sonnet 4.5 (32k)Anthropic13.6%not reported2025-09-29ind.superseded
Qwen3.8-27B (medium)Alibaba13.2%not reported2026-08-14ind.superseded
GPT-5.4 Mini (high)OpenAI13.2%not reported2026-03-17ind.superseded
Gemini 3 Flash PreviewGoogle DeepMind12.8%not reported2025-12-17ind.supersededdisputed
Kimi K3 (low)Moonshot12.4%not reported2026-07-16ind.superseded
Kimi K2.5Moonshot11.8%not reported2026-01-27ind.superseded
Gemini 3.5 Flash-Lite (high)Google DeepMind10.3%not reported2026-07-21ind.superseded
GPT-5 (high)OpenAI9.9%not reported2025-08-07ind.superseded
GPT-5.2 (low)OpenAI9.7%not reported2025-12-11ind.superseded
Gemini 3.5 Flash (minimal)Google DeepMind8.9%not reported2026-05-19ind.superseded
Claude Opus 4.5Anthropic7.8%not reported2025-11-24ind.superseded
GPT-5 (medium)OpenAI7.5%not reported2025-08-07ind.superseded
GPT-5.6 Luna (medium)OpenAI7.4%not reported2026-07-09ind.superseded
Claude Sonnet 4.5 (16k)Anthropic6.9%not reported2025-09-29ind.superseded
Claude Sonnet 4.5 (8k)Anthropic6.9%not reported2025-09-29ind.superseded
o3 (high)OpenAI6.5%not reported2025-04-16ind.superseded
GPT-5.1 (medium)OpenAI6.5%not reported2025-11-13ind.superseded
o4-mini (high)OpenAI6.1%not reported2025-04-16ind.superseded
Claude Sonnet 4.5 (1k)Anthropic5.8%not reported2025-09-29ind.superseded
GPT-5.4 Nano (xhigh)OpenAI5.7%not reported2026-03-17ind.superseded
Grok 4 (Fast Reasoning)xAI5.3%not reported2025-09-19ind.superseded
Gemini 3.5 Flash-Lite (medium)Google DeepMind5.3%not reported2026-07-21ind.superseded
GPT-5.6 Luna (low)OpenAI5.1%not reported2026-07-09ind.superseded
Inkling Small (low)Thinking Machines4.9%not reported2026-07-15ind.superseded
o3-Pro (high)OpenAI4.9%not reported2025-06-10ind.superseded
Minimax M2.5MiniMax4.9%not reported2026-02-12ind.superseded
GLM 5Z.ai (Zhipu AI)4.9%not reported2026-02-11ind.superseded
GPT-6 Luna (low)OpenAI4.6%not reported2026-09-22ind.superseded
GPT-5 Mini (high)OpenAI4.4%not reported2025-08-07ind.superseded
GPT-5.4 Mini (medium)OpenAI4.4%not reported2026-03-17ind.superseded
GPT-5 Mini (medium)OpenAI4.0%not reported2025-08-07ind.superseded
DeepSeek V3.2DeepSeek4.0%not reported2025-12-01ind.superseded
Inkling Small (minimal)Thinking Machines4.0%not reported2026-07-15ind.superseded
Claude Sonnet 4.5Anthropic3.8%not reported2025-09-29ind.superseded
GPT-5.4 Nano (high)OpenAI3.6%not reported2026-03-17ind.superseded
Gemini 3 Flash PreviewGoogle DeepMind3.3%not reported2025-12-17ind.supersededdisputed
o3-mini (high)OpenAI3.0%not reported2025-01-31ind.superseded
o3 (medium)OpenAI3.0%not reported2025-04-16ind.superseded
Gemini 3.6 Flash (minimal)Google DeepMind2.6%not reported2026-07-21ind.superseded
GPT-5 Nano (high)OpenAI2.6%not reported2025-08-07ind.superseded
o4-mini (medium)OpenAI2.4%not reported2025-04-16ind.superseded
Gemini 2.5 Flash (Preview) (1k)Google DeepMind2.2%not reported2025-05-20ind.superseded
Gemini 2.5 Flash (Preview) (8k)Google DeepMind2.1%not reported2025-05-20ind.superseded
DeepSeek V4 Flash (none)DeepSeek2.1%not reported2026-07-31ind.superseded
o3-mini (medium)OpenAI2.1%not reported2025-01-31ind.superseded
o3-Pro (low)OpenAI2.1%not reported2025-06-10ind.superseded
o3 (low)OpenAI2.0%not reported2025-04-16ind.superseded
Gemini 2.5 Flash (Preview) (16k)Google DeepMind2.0%not reported2025-05-20ind.superseded
o3-Pro (medium)OpenAI1.9%not reported2025-06-10ind.superseded
GPT-5 (low)OpenAI1.9%not reported2025-08-07ind.superseded
GPT-5.1 (low)OpenAI1.9%not reported2025-11-13ind.superseded
GPT-5.4 Nano (medium)OpenAI1.9%not reported2026-03-17ind.superseded
Gemini 2.5 Flash (Preview)Google DeepMind1.7%not reported2025-05-20ind.superseded
o4-mini (low)OpenAI1.7%not reported2025-04-16ind.superseded
GPT-5 Mini (minimal)OpenAI1.7%not reported2025-08-07ind.superseded
GPT-6 SolOpenAI1.7%not reported2026-09-22ind.superseded
GPT-5.4 Nano (low)OpenAI1.5%not reported2026-03-17ind.superseded
Gemini 3.5 Flash-Lite (low)Google DeepMind1.5%not reported2026-07-21ind.superseded
Qwen3.8-27BAlibaba1.5%not reported2026-08-14ind.superseded
Gemini 2.0 FlashGoogle DeepMind,Google1.3%not reported2025-02-05ind.superseded
DeepSeek-R1DeepSeek1.3%not reported2025-01-20ind.superseded
Claude Sonnet 4Anthropic1.3%not reported2025-05-22ind.superseded
Claude Opus 4Anthropic1.3%not reported2025-05-22ind.superseded
Qwen3 235B-A22B (2507)Alibaba1.3%not reported2025-07-25ind.superseded
Claude Haiku 4.5Anthropic1.3%not reported2025-10-15ind.superseded
Gemini 3 Flash PreviewGoogle DeepMind1.3%not reported2025-12-17ind.supersededdisputed
Deepseek R1 (05/28)DeepSeek1.1%not reported2025-05-28ind.superseded
GPT-5.4 Mini (low)OpenAI1.1%not reported2026-03-17ind.superseded
Claude 3.7 (8k)Anthropic0.9%not reported2025-02-24ind.superseded
GPT-5 Nano (medium)OpenAI0.9%not reported2025-08-07ind.superseded
Gemini 3.5 Flash-Lite (minimal)Google DeepMind0.8%not reported2026-07-21ind.superseded
DeepSeek V4 Pro (none)DeepSeek0.8%not reported2026-08-13ind.superseded
o1-miniOpenAI0.8%not reported2024-09-12ind.superseded
GPT-5.2OpenAI0.8%not reported2025-12-11ind.superseded
GPT-5 Mini (low)OpenAI0.8%not reported2025-08-07ind.superseded
GPT-4.5OpenAI0.8%not reported2025-02-27ind.superseded
Gemini 1.5 Pro (002)Google DeepMind0.8%not reported2024-09-24ind.superseded
Claude 3.7 (16k)Anthropic0.7%not reported2025-02-24ind.superseded
GPT-4.1OpenAI0.4%not reported2025-04-14ind.superseded
Grok 3 Mini (low)xAI0.4%not reported2025-06-24ind.superseded
GPT-5.1OpenAI0.4%not reported2025-11-13ind.superseded
Claude 3.7 (1k)Anthropic0.4%not reported2025-02-24ind.superseded
Claude 3.7Anthropic0.0%not reported2025-02-24ind.superseded
GPT-4o-miniOpenAI0.0%not reported2024-07-18ind.superseded
GPT-4.1 nanoOpenAI0.0%not reported2025-04-14ind.superseded
o3-mini (low)OpenAI0.0%not reported2025-01-31ind.superseded
GPT-4.1 miniOpenAI0.0%not reported2025-04-14ind.superseded
Grok 3xAI0.0%not reported2025-04-09ind.superseded
Magistral SmallMistral AI0.0%not reported2025-06-10ind.superseded
Magistral MediumMistral AI0.0%not reported2025-06-10ind.superseded
GPT-5 (minimal)OpenAI0.0%not reported2025-08-07ind.superseded
GPT-5 Nano (low)OpenAI0.0%not reported2025-08-07ind.superseded
GPT-5 Nano (minimal)OpenAI0.0%not reported2025-08-07ind.superseded
Inkling SmallThinking Machines0.0%not reported2026-07-15ind.superseded
GPT-6 LunaOpenAI0.0%not reported2026-09-22ind.superseded

Trajectory

Best score measured on this site

0255075100GPT-4o-mini: 0.0%o1-mini: 0.8%Gemini 1.5 Pro (002): 0.8%DeepSeek-R1: 1.3%o3-mini: 3.0%o3-mini: 2.1%o3-mini: 0.0%Gemini 2.0 Flash: 1.3%Claude 3.7: 0.9%Claude 3.7: 0.7%Claude 3.7: 0.4%Claude 3.7: 0.0%GPT-4.5: 0.8%Grok 3: 0.0%GPT-4.1: 0.4%GPT-4.1 nano: 0.0%GPT-4.1 mini: 0.0%o3: 6.5%o4-mini: 6.1%o3: 3.0%o4-mini: 2.4%o3: 2.0%o4-mini: 1.7%Gemini 2.5 Flash (Preview): 2.2%Gemini 2.5 Flash (Preview): 2.1%Gemini 2.5 Flash (Preview): 2.0%Gemini 2.5 Flash (Preview): 1.7%Claude Sonnet 4: 1.3%Claude Opus 4: 1.3%Deepseek R1 (05/28): 1.1%o3-Pro: 4.9%o3-Pro: 2.1%o3-Pro: 1.9%Magistral Small: 0.0%Magistral Medium: 0.0%Grok 3 Mini: 0.4%Grok 4: 16.0%Qwen3 235B-A22B (2507): 1.3%GPT-5: 9.9%GPT-5: 7.5%GPT-5 Mini: 4.4%GPT-5 Mini: 4.0%GPT-5 Nano: 2.6%GPT-5: 1.9%GPT-5 Mini: 1.7%GPT-5 Nano: 0.9%GPT-5 Mini: 0.8%GPT-5: 0.0%GPT-5 Nano: 0.0%GPT-5 Nano: 0.0%Grok 4 (Fast Reasoning): 5.3%Claude Sonnet 4.5: 13.6%Claude Sonnet 4.5: 6.9%Claude Sonnet 4.5: 6.9%Claude Sonnet 4.5: 5.8%Claude Sonnet 4.5: 3.8%GPT-5 Pro: 18.3%Claude Haiku 4.5: 1.3%GPT-5.1: 17.6%GPT-5.1: 6.5%GPT-5.1: 1.9%GPT-5.1: 0.4%Gemini 3 Pro: 31.1%Claude Opus 4.5: 37.6%Claude Opus 4.5: 22.8%Claude Opus 4.5: 13.9%Claude Opus 4.5: 7.8%DeepSeek V3.2: 4.0%GPT-5.2 Pro: 54.2%GPT-5.2: 52.9%GPT-5.2 Pro: 38.5%GPT-5.2: 26.7%GPT-5.2: 9.7%GPT-5.2: 0.8%Gemini 3 Flash Preview: 33.6%Gemini 3 Flash Preview: 12.8%Gemini 3 Flash Preview: 3.3%Gemini 3 Flash Preview: 1.3%Kimi K2.5: 11.8%Claude Opus 4.6: 69.2%Claude Opus 4.6: 68.8%Claude Opus 4.6: 66.3%Claude Opus 4.6: 64.6%GLM 5: 4.9%Gemini 3 Deep Think (2/26): 84.6%Gemini 3 Deep Think (2/26): 45.1%Minimax M2.5: 4.9%Grok 4.20: 65.1%Claude Sonnet 4.6: 60.4%Claude Sonnet 4.6: 58.3%Gemini 3.1 Pro: 77.1%Gemini 3.1 Pro: 77.1%GPT-5.4 Pro: 83.3%GPT-5.4: 74.0%GPT-5.4: 67.5%GPT-5.4: 55.4%GPT-5.4: 29.2%GPT-5.4 Mini: 18.9%GPT-5.4 Mini: 13.2%GPT-5.4 Nano: 5.7%GPT-5.4 Mini: 4.4%GPT-5.4 Nano: 3.6%GPT-5.4 Nano: 1.9%GPT-5.4 Nano: 1.5%GPT-5.4 Mini: 1.1%Claude Opus 4.7: 75.8%Claude Opus 4.7: 75.8%Claude Opus 4.7: 68.3%Claude Opus 4.7: 68.3%Claude Opus 4.7: 67.5%Claude Opus 4.7: 62.1%GPT-5.5: 85.0%GPT-5.5 Pro: 84.6%GPT-5.5 Pro: 84.2%GPT-5.5: 83.3%GPT-5.5: 70.4%GPT-5.5: 33.3%Gemini 3.5 Flash: 72.1%Gemini 3.5 Flash: 8.9%Claude Opus 4.8: 72.1%Claude Opus 4.8: 71.7%Claude Opus 4.8: 62.2%Claude Fable 5: 89.2%Claude Fable 5: 88.3%Claude Fable 5: 87.5%Claude Fable 5: 82.5%Claude Fable 5: 76.8%GLM-5.2: 22.8%Grok 4.5: 52.6%Grok 4.5: 52.6%Grok 4.5: 33.1%GPT-5.6 Sol: 92.5%GPT-5.6 Sol: 90.0%GPT-5.6 Sol: 85.4%GPT-5.6 Terra: 83.9%GPT-5.6 Terra: 74.2%GPT-5.6 Sol: 67.1%GPT-5.6 Terra: 67.1%GPT-5.6 Luna: 59.5%GPT-5.6 Luna: 47.6%GPT-5.6 Sol: 42.5%GPT-5.6 Terra: 37.5%GPT-5.6 Luna: 29.3%GPT-5.6 Terra: 18.8%GPT-5.6 Luna: 7.4%GPT-5.6 Luna: 5.1%Inkling Small: 40.1%Inkling: 36.5%Inkling Small: 33.1%Inkling Small: 13.6%Inkling Small: 4.9%Inkling Small: 4.0%Inkling Small: 0.0%Kimi K3: 60.4%Kimi K3: 55.0%Kimi K3: 12.4%Gemini 3.6 Flash: 60.4%Gemini 3.6 Flash: 50.4%Gemini 3.6 Flash: 30.4%Gemini 3.5 Flash-Lite: 10.3%Gemini 3.5 Flash-Lite: 5.3%Gemini 3.6 Flash: 2.6%Gemini 3.5 Flash-Lite: 1.5%Gemini 3.5 Flash-Lite: 0.8%Claude Opus 5: 90.4%Claude Opus 5: 88.3%DeepSeek V4 Flash: 61.4%DeepSeek V4 Flash: 56.0%DeepSeek V4 Flash: 46.0%DeepSeek V4 Flash: 2.1%Grok 4.6: 67.1%Grok 4.6: 65.1%Grok 4.6: 61.3%Grok 4.6: 27.6%Gemini 3.7 Flash: 84.6%Gemini 3.7 Flash: 63.7%DeepSeek V4 Pro: 61.3%DeepSeek V4 Pro: 59.7%DeepSeek V4 Pro: 56.3%Gemini 3.7 Flash: 52.9%DeepSeek V4 Pro: 0.8%Qwen3.8-27B: 42.4%Qwen3.8-27B: 22.8%Qwen3.8-27B: 13.2%Qwen3.8-27B: 1.5%GLM 5.3 Flash: 65.8%Claude Fable 5.1: 90.0%Claude Fable 5.1: 90.0%Claude Fable 5.1: 88.8%Claude Fable 5.1: 86.3%Claude Fable 5.1: 78.3%Gemini 3.8 Flash: 89.2%Gemini 3.8 Flash: 82.9%GPT-6 Astra: 95.0%GPT-6 Astra: 93.3%GPT-6 Astra: 92.1%GPT-6 Astra: 92.1%GPT-6 Astra: 85.4%GPT-6 Astra: 59.6%DeepSeek V4.1 Flash: 72.9%DeepSeek V4.1 Flash: 67.5%Grok 4.7: 61.4%Claude Opus 5.5: 93.3%Claude Opus 5.5: 92.5%Claude Opus 5.5: 91.7%GPT-6 Sol: 89.6%Claude Opus 5.5: 87.5%GPT-6 Sol: 78.1%Claude Opus 5.5: 70.1%GPT-6 Sol: 68.9%GPT-6 Luna: 59.3%GPT-6 Sol: 57.8%GPT-6 Luna: 41.9%GPT-6 Sol: 31.5%GPT-6 Luna: 31.4%GPT-6 Luna: 18.1%GPT-6 Luna: 4.6%GPT-6 Sol: 1.7%GPT-6 Luna: 0.0%GPT-6.1 Sol: 94.2%GPT-6.1 Sol: 91.7%GPT-6.1 Sol: 91.7%GPT-6.1 Sol: 86.7%GPT-6.1 Sol: 76.7%GPT-4o-mini: 0.0%, best at the timeo1-mini: 0.8%, best at the timeDeepSeek-R1: 1.3%, best at the timeo3-mini: 3.0%, best at the timeo3: 6.5%, best at the timeGrok 4: 16.0%, best at the timeGPT-5 Pro: 18.3%, best at the timeGemini 3 Pro: 31.1%, best at the timeClaude Opus 4.5: 37.6%, best at the timeGPT-5.2 Pro: 54.2%, best at the timeClaude Opus 4.6: 69.2%, best at the timeGemini 3 Deep Think (2/26): 84.6%, best at the timeGPT-5.5: 85.0%, best at the timeClaude Fable 5: 89.2%, best at the timeGPT-5.6 Sol: 92.5%, best at the timeGPT-6 Astra: 95.0%, best at the time20242026
Each dot is a score measured on this site; the line steps up at each new best and stays flat until the next one. A line that has stopped climbing is what saturation looks like.

As benchwiki records it

human baselineGPT-4.5 (pure LLM) — 0 on 2025-03-24 (vendor-reported)r1 / r1-zero (single CoT) — 0.3 on 2025-03-24 (vendor-reported)ARChitects (Kaggle 2024 winner) — 3 on 2025-03-24 (independent)o3-preview-low (CoT + search/synthesis) — 4 on 2025-03-24 (vendor-reported)NVARC — 24 on 2025-12-05 (independent)Claude 4.7 (Max) — 75.8 on 2026-04-16 (vendor-reported)GPT-5.5 (xHigh) — 85 on 2026-04-22 (vendor-reported)GPT-5.6 Sol (Max) — 92.5 on 2026-07-09 (vendor-reported)202520261000
independent · vendor-reported. Points are not joined: the scores come from different models, harnesses and protocol versions, and a line between them would claim a continuity the data does not have.

Where results are tracked

Leaderboards benchwiki lists for this benchmark. These are links out, not sources this site ingests — no score below comes from any of them.

Source

This record is maintained by benchwiki and mirrored here. Read the original. Upstream last updated 2026-07-24; fetched 2026-10-19 by this site.