- Context
- 1Mtokens
- Released
- 3d 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
Arena #36
- 1638
MiMo-V2.6-FlashSimilar price - 1615
GPT-5.6 SolNearby rank - 1609
GLM 5.3 FlashNearby rank - 1609
Muse Ember - 1608GLM 5.2Nearby rank
- 1594
Claude Haiku 5.5Similar price - 1577GPT-6 LunaSimilar price
- 1370
Gemma 4 31BSimilar price
Ahead of 2 of 4 similarly priced models
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
Arena #25
- +0.020
DeepSeek V4.1 Flash 1017Similar price - +0.020Claude Sonnet 5Nearby rank
- +0.018Muse WonderNearby rank
- +0.017Muse Ember
- +0.016GPT-6 LunaSimilar price
- +0.010GLM 5.3Nearby rank
- +0.005Claude Haiku 5.5Similar price
- -0.000MiMo-V2.6-FlashSimilar price
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 WebDevArena #361609
- max160995% CI 1592 to 1625 · 1,337 votes
- Agent ArenaArena #25+0.017
- max+0.01795% CI -0.006 to +0.039 · 186,844 observations
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.