- 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
Arena #211
- 1365
Gemma 3 27BNearby rank - 1364
GLM 4.7 FlashNearby rank - 1360Gemini 2.0 Flash
- 1360
Nemotron 3 SuperNearby rank - 1358
DeepSeek V3Nearby rank - 1318
Llama 3.3 70B InstructSimilar release date - 1306
Mistral Large 2.1Similar release date - 1290
Nova Pro 1.0Similar release date - 1256
Phi 4Similar release date
Ahead of 4 of 4 models released around the same time
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
Arena #109
- 1185
GPT-5 MiniNearby rank - 1174Gemini 2.5 Flash-Lite Preview 09-2025Nearby rank
- 1172Gemini 2.0 Flash
- 1162GPT-4o (2024-05-13)Nearby rank
- 1161
Claude Sonnet 3.5 v2Similar release date - 1121
Qwen2.5 VL 72B InstructSimilar release date - 1045
Molmo 72BSimilar release date - 1019Nova Lite 1.0Similar release date
Ahead of 3 of 4 models released around the same time
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
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 #2111360
- default136095% CI 1356 to 1364 · 43,428 votes
- Arena VisionArena #1091172
- default117295% CI 1165 to 1179 · 10,123 votes
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.