- input
- $15.00
- output
- $120.00
- Context
- 400Ktokens
- Released
- 1y ago
Cost/1M tokens
Benchmarks
DeepSWE is the primary coding benchmark where an exact model evaluation exists. Arena leaderboards and other sourced evaluations appear below; missing scores are not zero.
How it ranks
Against its predecessor, similarly priced models and the models ranked around it.
DeepSWE 1.1
Best pass@1 per model · Higher is better
Not evaluated in DeepSWE 1.1
Arena Text
Best Arena rating per model · Higher is better
Not ranked on Arena Text yet
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
Arena Vision
Best Arena rating per model · Higher is better
Not ranked on Arena Vision yet
Arena Search
Best Arena rating per model · Higher is better
Not ranked on Arena Search yet
Arena Document
Best Arena rating per model · Higher is better
Not ranked on Arena Document yet
Agent Arena
Best IPS score per model · Higher is better
Not ranked on Agent Arena yet
ARC-AGI-2
Best score per model · Higher is better
#51 of 85
- 84.6%
GPT-5.5 ProSimilar price - 83.3%GPT-5.4 ProSimilar price
- 54.2%GPT-5.2 ProSimilar price
- 22.8%
GLM 5.2Nearby rank - 18.9%GPT-5.4 MiniNearby rank
- 18.3%GPT-5 Pro
- 17.6%GPT-5.1Nearby rank
- 13.6%
Claude Sonnet 4.5Nearby rank - 4.9%o3 ProSimilar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#8 of 46
- 18.8%
Gemini 3 Pro PreviewNearby rank - 16.7%Gemini 3.1 Pro PreviewNearby rank
- 14.6%GPT-5 Pro
- 14.6%Gemini 3.5 FlashNearby rank
- 14.6%
Kimi K2.6Nearby rank - 4.2%Claude Opus 4.1Similar price
Ahead of 1 of 1 similarly priced model
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#50 of 72
- 78.0%GPT-5.5 ProSimilar price
- 58.5%GPT-5.4 ProSimilar price
- 46.0%GPT-5.2 ProSimilar price
- 22.0%Gemini 3.8 FlashNearby rank
- 22.0%GPT-5Nearby rank
- 19.5%GPT-5 Pro
- 17.1%Gemini 3 Flash PreviewNearby rank
- 17.1%
Inkling SmallNearby rank - 2.4%Claude Opus 4.1Similar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#48 of 87
- 87.7%GPT-5.5 ProSimilar price
- 82.5%GPT-5.4 ProSimilar price
- 74.0%GPT-5.2 ProSimilar price
- 57.2%Kimi K2.6Nearby rank
- 57.2%
Grok 4.5Nearby rank - 55.8%GPT-5 Pro
- 55.8%GLM 5.3 FlashNearby rank
- 55.4%GPT-5Nearby rank
- 12.6%Claude Opus 4.1Similar price
Ahead of 1 of 4 similarly priced models
Humanity's Last Exam
Best score per model · Higher is better
#11 of 34
- 44.3%GPT-5.4 ProSimilar price
- 36.2%Claude Opus 4.7Nearby rank
- 34.4%Claude Opus 4.6Nearby rank
- 31.6%GPT-5 Pro
- 30.1%Claude Haiku 5.5Nearby rank
- 27.8%GPT-5.2Nearby rank
- 7.9%Claude Opus 4.1Similar price
Ahead of 1 of 2 similarly priced models
Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.
All published scores
- ARC-AGI-2#51 of 8518.3%
- unknown18.3%
- FrontierMath-Tier-4-2025-07-01-Private#8 of 4614.6%
- high14.6%
Source:Epoch AI evaluation - FrontierMath-Tier-4-v2-Private#50 of 7219.5%
- high19.5%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#48 of 8755.8%
- high55.8%
Source:Epoch AI evaluation - Humanity's Last Exam#11 of 3431.6%
- unknown31.6%
Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.