- Context
- 1Mtokens
- 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
#78 of 85
- 83.9%
Claude Sonnet 5.5Similar price - 67.1%
Grok 4.6Similar price - 60.4%
Kimi K3Similar price - 17.6%
GPT-5.1Similar price - 0.9%Claude Sonnet 3.7Nearby rank
- 0.4%GPT-4.1Nearby rank
- 0.0%
Gemini 2.5 Pro Preview 06-05 - 0.0%
Llama 4 MaverickNearby rank - 0.0%Llama 4 ScoutNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#31 of 58
- 33.4%
GLM 5.1Similar price - 32.4%GPT-5Similar price
- 31.0%GPT-5.1Similar price
- 15.2%Claude Sonnet 4.5Nearby rank
- 14.1%Gemini 2.5 ProNearby rank
- 10.3%Gemini 2.5 Pro Preview 06-05
- 10.3%
Qwen3.6 FlashNearby rank - 8.5%Qwen3 235B A22B Thinking 2507Nearby rank
- 5.9%Claude Haiku 4.5Similar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#32 of 46
- 12.5%GPT-5Similar price
- 12.5%GPT-5.1Similar price
- 12.5%GLM 5.1Similar price
- 2.1%
Qwen3.5 PlusNearby rank - 2.1%Claude Haiku 4.5Similar price
- 2.1%Gemini 2.5 Pro Preview 06-05
- 2.1%GPT-5 NanoNearby rank
- 2.1%o3Nearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#71 of 161
- 94.0%Grok 4.6Similar price
- 92.3%Qwen3.8 Max (0902)Similar price
- 87.6%GPT-5.1Similar price
- 85.3%Gemini 2.5 ProNearby rank
- 84.8%Qwen3.5 PlusNearby rank
- 84.8%Gemini 2.5 Pro Preview 06-05
- 84.8%Qwen3.6 35B A3BNearby rank
- 84.2%Kimi K2 Thinking TurboNearby rank
- 49.0%
Mistral Large 2407Similar price
Ahead of 1 of 4 similarly priced models
Humanity's Last Exam
Best score per model · Higher is better
#17 of 34
- 46.1%Claude Sonnet 5.5Similar price
- 25.3%GPT-5Similar price
- 24.4%Kimi K2.5Nearby rank
- 23.7%GPT-5.1Similar price
- 21.6%Gemini 2.5 Pro Preview 06-05
- 20.3%o3Similar price
- 19.4%GPT-5 MiniNearby rank
Ahead of 1 of 4 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#78 of 850.0%
- default0.0%1K
- FrontierMath-2025-02-28-Private#31 of 5810.3%
- default10.3%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#32 of 462.1%
- default2.1%
Source:Epoch AI evaluation - GPQA diamond#71 of 16184.8%
- default84.8%
Source:Epoch AI evaluation - Humanity's Last Exam#17 of 3421.6%
- default21.6%
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.