- Context
- 1Mtokens
- Released
- 5mo 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 #72
- 1480
MiMo-V2.6-ProSimilar price - 1475
DeepSeek V4.1 FlashSimilar price - 1456
Claude Sonnet 4.5Nearby rank - 1455
GPT-5.1Nearby rank - 1455
Qwen3.7 Plus - 1455
Gemini 3.5 Flash LiteNearby rank - 1454
Hy3Nearby rank - 1443
Qwen3.6 PlusPredecessor - 1436MiniMax M3Similar price
- 1433
Gemini 3.1 Flash Lite PreviewSimilar price
+12 vs Qwen3.6 Plus (predecessor) · Ahead of 2 of 4 similarly priced models
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 #44
- 1263
DeepSeek V4.1 FlashSimilar price - 1263
Claude Sonnet 5.5Nearby rank - 1262
Qwen3.7 Plus - 1261
Claude Sonnet 5Nearby rank - 1258
GPT-6 SolNearby rank - 1247
MiMo-V2.6-ProSimilar price - 1235
Gemini 3.1 Flash Lite PreviewSimilar price - 1232MiniMax M3Similar price
- 1226
Qwen3.5-122B-A10BEarlier version
+37 vs Qwen3.5-122B-A10B (earlier version) · Ahead of 2 of 4 similarly priced models
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
Arena #36
- 1460
GPT-5.6 LunaSimilar price - 1450
Grok 4.6Nearby rank - 1448
Claude Sonnet 4.5Nearby rank - 1446
Qwen3.7 Plus - 1438
Kimi K2.5Similar price - 1435MiniMax M3Similar price
Ahead of 0 of 3 similarly priced models
Agent Arena
Best IPS score per model · Higher is better
Arena #49
- +0.053
Hy4Similar price - +0.024
MiMo-V2.6-ProSimilar price - -0.072
Qwen3.7 MaxNearby rank - -0.076
Hy3Nearby rank - -0.080
Qwen3.7 Plus - -0.080
Muse Spark 1.1Nearby rank - -0.082
Muse Spark 1.2Nearby rank - -0.105MiniMax M3Similar price
- -0.181
Inkling SmallSimilar price
Ahead of 1 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#64 of 87
- 67.4%
DeepSeek V4.1 FlashSimilar price - 46.3%
Inkling SmallSimilar price - 44.9%
GPT-5.4 NanoSimilar price - 38.2%
Qwen3.6 PlusPredecessor - 35.1%
Qwen3.6 27BNearby rank - 34.4%
Claude Opus 4.5Nearby rank - 34.4%
Qwen3.7 Plus - 33.3%
o3Nearby rank - 33.3%
InklingNearby rank - 27.7%
Gemini 3.1 Flash LiteSimilar price
-3.9 pts vs Qwen3.6 Plus (predecessor) · Ahead of 1 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#55 of 161
- 90.9%MiniMax M3Similar price
- 89.8%
DeepSeek V4.1 FlashSimilar price - 88.5%
Inkling SmallSimilar price - 88.4%
Qwen3.6 PlusPredecessor - 88.1%
Mistral Large 4Nearby rank - 87.9%
Kimi K2.7 CodeNearby rank - 87.9%
Qwen3.7 Plus - 87.8%
GLM 5Nearby rank - 87.6%
GPT-5.1Nearby rank - 81.8%
Gemini 3.1 Flash LiteSimilar price
-0.5 pts vs Qwen3.6 Plus (predecessor) · Ahead of 1 of 4 similarly priced models
OSWorld 2.0
Best score per model · Higher is better
#9 of 9
- 4.6%MiniMax M3Similar price
- 4.6%
Kimi K2.6Nearby rank - 2.8%
Qwen3.7 Plus
Ahead of 0 of 1 similarly priced model
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#47 of 158
- 98.3%
DeepSeek V4.1 FlashSimilar price - 93.9%
GLM 5.3 FlashNearby rank - 93.3%
Qwen3.6 PlusPredecessor - 93.3%
Qwen3.7 Plus - 93.3%
Grok 4.3Nearby rank - 93.3%
GLM 5.1Nearby rank - 90.0%
Inkling SmallSimilar price - 80.0%
Gemini 3.1 Flash LiteSimilar price - 71.1%MiniMax M3Similar price
Level with Qwen3.6 Plus (predecessor) · Ahead of 3 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 #721455
+12 vs Qwen3.6 Plus (predecessor)
- default145595% CI 1451 to 1460 · 41,318 votes
- Arena VisionArena #441262
+37 vs Qwen3.5-122B-A10B (earlier version)
- default126295% CI 1256 to 1269 · 15,152 votes
- Arena DocumentArena #361446
- default144695% CI 1439 to 1454 · 7,426 votes
- Agent ArenaArena #49-0.080
- default-0.08095% CI -0.096 to -0.064 · 1,298,583 observations
- FrontierMath-Tiers-1-3-v2-Private#64 of 8734.4%
-3.9 pts vs Qwen3.6 Plus (predecessor)
- none34.4%
Source:Epoch AI evaluation - GPQA diamond#55 of 16187.9%
-0.5 pts vs Qwen3.6 Plus (predecessor)
- none81.8%
- default87.9%
Source:Epoch AI evaluation - OSWorld 2.0#9 of 92.8%
- default2.8%
- OTIS Mock AIME 2024-2025#47 of 15893.3%
Level with Qwen3.6 Plus (predecessor)
- none80.0%
- default93.3%
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.