- Context
- 262Ktokens
- Released
- 7mo 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 #117
- 1447
GPT-5.4 MiniSimilar release date - 1434
GLM 5V TurboSimilar release date - 1432o3Nearby rank
- 1431
Grok 4.1 Fast (Reasoning)Nearby rank - 1430
MiMo-V2-Omni - 1430
Kimi K2 Thinking TurboNearby rank - 1427
Mistral Medium 3.5Nearby rank - 1415
MiniMax M2.7Similar release date - 1360
Nemotron 3 SuperSimilar release date
Ahead of 2 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 #80
- 1279
Muse Spark 1.1Similar release date - 1265
Gemma 4 31BSimilar release date - 1250GPT-5.4 MiniSimilar release date
- 1232GLM 5V TurboSimilar release date
- 1231Mistral Large 4Nearby rank
- 1226
Qwen3.5-122B-A10BNearby rank - 1216MiMo-V2-Omni
- 1216Qwen3.5-27BNearby rank
- 1216o3Nearby rank
Ahead of 0 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 #1171430
- default143095% CI 1425 to 1436 · 20,411 votes
- Arena VisionArena #801216
- default121695% CI 1209 to 1224 · 10,599 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.