- Context
- 1Mtokens
- Released
- 1y ago
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
#71 of 85
- 8.6%
Claude Opus 4Similar release date - 4.9%
o3 ProSimilar release date - 4.0%
DeepSeek V3.2Nearby rank - 2.6%GPT-5 NanoNearby rank
- 2.5%
Gemini 2.5 Flash Preview 05-20 - 1.3%Gemini 3 Flash PreviewNearby rank
- 1.3%
Qwen3 235B A22B Instruct 2507Nearby rank - 1.1%R1 0528Similar release date
- 0.0%
Magistral SmallSimilar release date
Ahead of 2 of 4 models released around the same time
Humanity's Last Exam
Best score per model · Higher is better
#21 of 34
- 20.3%o3Similar release date
- 19.4%GPT-5 MiniNearby rank
- 14.2%Claude Opus 4.5Nearby rank
- 11.0%Gemini 2.5 Flash Preview 05-20
- 8.6%Gemini 3.1 Flash LiteNearby rank
- 8.3%
GLM 4.5Nearby rank - 6.7%Claude Opus 4Similar release date
- 5.7%
Llama 4 MaverickSimilar release date - 4.5%Mistral Medium 3Similar release date
Ahead of 3 of 4 models released around the same time
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#94 of 158
- 71.1%Claude Sonnet 4Similar release date
- 71.1%Gemini 3.5 Flash LiteNearby rank
- 71.1%
MiniMax M3Nearby rank - 70.8%Gemini 2.5 Flash Preview 05-20
- 70.0%Qwen3.5-35B-A3BNearby rank
- 69.4%
Seed 1.6Nearby rank - 66.4%R1 0528Similar release date
- 66.4%Qwen3 14BSimilar release date
- 32.2%Mistral Medium 3Similar release date
Ahead of 3 of 4 models released around the same time
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#71 of 852.5%
- default2.5%23K
- default2.2%1K
- default2.1%8K
- default2.0%16K
- default1.7%
- Humanity's Last Exam#21 of 3411.0%
- default11.0%
- OTIS Mock AIME 2024-2025#94 of 15870.8%
- default70.8%
Source:Epoch AI evaluation
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.