- input
- $2.00
- cached
- $0.25
- output
- $6.00
- Context
- 1Mtokens
- Released
- 2mo 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 #14
- 1682
Gemini 4 ArgonNearby rank - 1679
GPT-6.1 TerraNearby rank - 1676
Qwen3.8 Max (0902) - 1673
GPT-6 SolNearby rank - 1670Qwen3.8 MaxNearby rank
- 1641
Grok 4.7Similar price - 1515
Qwen3.7 MaxPredecessor - 1500
Gemini 3.5 FlashSimilar price - 1417
GPT-5Similar price - 1263
Mistral Medium 3.5Similar price
+161 vs Qwen3.7 Max (predecessor) · Ahead of 4 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
Agent Arena
Best IPS score per model · Higher is better
Not ranked on Agent Arena yet
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#30 of 72
- 80.5%
Claude Sonnet 5.5Similar price - 36.6%
Gemini 3.7 FlashNearby rank - 34.1%
Qwen3.7 MaxPredecessor - 34.1%
Qwen3.8 Max (0902) - 31.7%
Claude Opus 4.7Nearby rank - 31.7%
Grok 4.6Similar price - 26.8%
Gemini 3.5 FlashSimilar price - 22.0%
GPT-5Similar price
Level with Qwen3.7 Max (predecessor) · Ahead of 3 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#36 of 87
- 88.8%
Claude Sonnet 5.5Similar price - 66.0%
Grok 4.6Similar price - 65.6%
Claude Sonnet 5Nearby rank - 65.6%
Qwen3.8 Max (0902) - 64.6%
DeepSeek V4 Pro 0813Nearby rank - 64.6%
Qwen3.7 MaxPredecessor - 62.8%
Gemini 3.5 FlashSimilar price - 55.4%
GPT-5Similar price
+1.1 pts vs Qwen3.7 Max (predecessor) · Ahead of 2 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#26 of 161
- 94.0%
Grok 4.6Similar price - 92.8%
Gemini 3.5 FlashSimilar price - 92.7%Qwen3.8 MaxNearby rank
- 92.6%
Gemini 3 Pro PreviewNearby rank - 92.3%
Qwen3.8 Max (0902) - 91.9%
GLM 5.2Nearby rank - 91.7%
DeepSeek V4 Pro 0813Nearby rank - 90.9%
Qwen3.7 MaxPredecessor - 87.6%
GPT-5.1Similar price - 49.0%
Mistral Large 2407Similar price
+1.4 pts vs Qwen3.7 Max (predecessor) · Ahead of 2 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#1 of 158
- 100.0%
GPT-6.1 SolNearby rank - 100.0%
GPT-6.1 TerraNearby rank - 100.0%
Qwen3.8 Max (0902) - 99.7%
Claude Fable 5.2Nearby rank - 99.7%
GPT-5.6 TerraNearby rank - 99.2%
Grok 4.6Similar price - 95.6%
Gemini 3.5 FlashSimilar price - 95.6%
Qwen3.7 MaxPredecessor - 91.4%
GPT-5Similar price - 8.5%
Mistral Large 2407Similar price
+4.4 pts vs Qwen3.7 Max (predecessor) · Ahead of 4 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#36 of 87
- 66.2%
Gemini 3.5 FlashSimilar price - 56.0%
Grok 4.7Similar price - 55.8%
Qwen3.7 MaxPredecessor - 50.1%
GPT-5Similar price - 48.3%
Grok 4.5Nearby rank - 48.0%
GPT-5.1Nearby rank - 47.3%
Qwen3.8 Max (0902) - 47.0%
Claude Opus 4.6Nearby rank - 47.0%
DeepSeek V4 Pro 0423Nearby rank - 46.5%
Claude Sonnet 5.5Similar price
-8.5 pts vs Qwen3.7 Max (predecessor) · Ahead of 1 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 #141676
+161 vs Qwen3.7 Max (predecessor)
- default167695% CI 1670 to 1682 · 21,951 votes
- FrontierMath-Tier-4-v2-Private#30 of 7234.1%
Level with Qwen3.7 Max (predecessor)
- xhigh34.1%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#36 of 8765.6%
+1.1 pts vs Qwen3.7 Max (predecessor)
- xhigh65.6%
Source:Epoch AI evaluation - GPQA diamond#26 of 16192.3%
+1.4 pts vs Qwen3.7 Max (predecessor)
- xhigh92.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#1 of 158100.0%
+4.4 pts vs Qwen3.7 Max (predecessor)
- xhigh100.0%
Source:Epoch AI evaluation - SimpleQA Verified#36 of 8747.3%
-8.5 pts vs Qwen3.7 Max (predecessor)
- xhigh47.3%
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.