- Context
- 1Mtokens
- Released
- 2y 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
Arena #231
- 1483
GLM 5.3Similar price - 1417
DeepSeek V3.1Similar price - 1415MiniMax M2.7Similar price
- 1347
Qwen3 32BNearby rank - 1346
GPT-4o (2024-05-13)Nearby rank - 1346
Qwen-Plus - 1344MiniMax-M2Nearby rank
- 1343
Llama 3.3 Nemotron Super 49B v1.5Nearby rank - 1303
Mistral Small 3.1 24BSimilar price
Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
Arena Search
Best Arena rating per model · Higher is better
Not ranked on Arena Search yet
Agent Arena
Best IPS score per model · Higher is better
Not ranked on Agent Arena yet
GPQA diamond
Best score per model · Higher is better
#139 of 161
- 91.6%
GPT-5.6 LunaSimilar price - 90.9%MiniMax M3Similar price
- 90.9%
GLM 5.3Similar price - 71.2%
DeepSeek V3Similar price - 48.9%
GPT-4.1 NanoNearby rank - 48.9%
GPT-4o (2024-05-13)Nearby rank - 48.1%
Qwen-Plus - 47.9%
GPT-4o (2024-11-20)Nearby rank - 47.7%
Gemma 3 27BNearby rank
Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#132 of 158
- 98.3%
GPT-5.6 LunaSimilar price - 91.1%
GLM 5.3Similar price - 71.1%MiniMax M3Similar price
- 48.9%
DeepSeek V3Similar price - 28.1%
Magistral Small 1.2Nearby rank - 22.5%
Gemma 3 27BNearby rank - 17.8%
Qwen-Plus - 16.7%
Gemma 3 12BNearby rank - 16.1%Qwen MaxNearby rank
Ahead of 0 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
- Arena TextArena #2311346
- default134695% CI 1338 to 1354 · 5,819 votes
- GPQA diamond#139 of 16148.1%
- default48.1%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#132 of 15817.8%
- default17.8%
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.
Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.