- Context
- 1.1Mtokens
- Released
- 1mo 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 #67
- 1526
Gemini 4 CarbonSimilar price - 1487
Kimi K3Similar price - 1485
GPT-5.6 SolPredecessor - 1472
Claude Sonnet 5.5Similar price - 1458
DeepSeek V4 Pro 0423Nearby rank - 1457
GLM 5Nearby rank - 1457
GPT-6 Sol - 1457
Seed 2.0 ProNearby rank - 1456
Grok 4.6Nearby rank - 1354
Command ASimilar price
-28 vs GPT-5.6 Sol (predecessor) · Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #15
- 1773
Claude Sonnet 5.5Similar price - 1768
Gemini 4 CarbonSimilar price - 1679
GPT-6.1 TerraNearby rank - 1676
Qwen3.8 Max (0902)Similar price - 1673
GPT-6 Sol - 1670Qwen3.8 MaxNearby rank
- 1664
DeepSeek V4.1 Flash 1017Nearby rank - 1658
Kimi K3Similar price - 1615
GPT-5.6 SolPredecessor
+58 vs GPT-5.6 Sol (predecessor) · Ahead of 1 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Arena #47
- 1288
GPT-5.6 SolPredecessor - 1280
Grok 4.5Similar price - 1280
Gemini 3.1 Pro PreviewSimilar price - 1263
Claude Sonnet 5.5Similar price - 1262
Qwen3.7 PlusNearby rank - 1261
Claude Sonnet 5Nearby rank - 1258
GPT-6 Sol - 1256
Seed 2.0 ProNearby rank - 1255
GPT-5.6 LunaNearby rank - 1199
Mistral Medium 3.5Similar price
-30 vs GPT-5.6 Sol (predecessor) · Ahead of 1 of 4 similarly priced models
Arena Search
Best Arena rating per model · Higher is better
Arena #4
- 1255
GPT-5.6 SolPredecessor - 1248
GPT-6.1 SolNearby rank - 1245
GPT-6 AstraNearby rank - 1229
GPT-6 Sol - 1229
Claude Fable 5Nearby rank - 1227Qwen3.8 MaxNearby rank
- 1213
Claude Opus 5.5Similar price - 1205
Grok 4.5Similar price - 1142
Sonar ProSimilar price - 1138
Sonar Reasoning ProSimilar price
-26 vs GPT-5.6 Sol (predecessor) · Ahead of 4 of 4 similarly priced models
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 #13
- +0.170
Gemini 4 CarbonSimilar price - +0.160
Claude Sonnet 5.5Similar price - +0.073
Claude Fable 5Nearby rank - +0.072
Claude Opus 5Nearby rank - +0.069
GPT-6 Sol - +0.053
Hy4Nearby rank - +0.049
Kimi K3.1 ProNearby rank - +0.046
GPT-5.6 SolPredecessor - +0.026
Grok 4.7Similar price - +0.006
Kimi K3Similar price
Level with GPT-5.6 Sol (predecessor, overlapping 95% CIs) · Ahead of 2 of 4 similarly priced models
ARC-AGI-2
Best score per model · Higher is better
#9 of 85
- 94.2%
Gemini 4 CarbonSimilar price - 92.5%
GPT-5.6 SolPredecessor - 91.3%
Gemini 4 ArgonNearby rank - 90.0%
Claude Fable 5.1Nearby rank - 89.6%
GPT-6 Sol - 89.2%
Claude Fable 5Nearby rank - 89.2%
Gemini 3.8 FlashNearby rank - 83.9%
Claude Sonnet 5.5Similar price - 67.1%
Grok 4.6Similar price - 60.4%
Kimi K3Similar price
-2.9 pts vs GPT-5.6 Sol (predecessor) · Ahead of 3 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#8 of 72
- 95.1%
Gemini 4 CarbonSimilar price - 92.7%
GPT-6.1 TerraNearby rank - 90.2%
Claude Fable 5Nearby rank - 90.0%
GPT-6 Sol - 87.8%
Claude Fable 5.1Nearby rank - 82.9%
GPT-5.6 SolPredecessor - 80.5%
Claude Sonnet 5.5Similar price - 39.0%
Kimi K3Similar price - 34.1%
Qwen3.8 Max (0902)Similar price
+7.1 pts vs GPT-5.6 Sol (predecessor) · Ahead of 3 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#8 of 87
- 90.5%
Gemini 4 CarbonSimilar price - 90.2%
Claude Fable 5.1Nearby rank - 89.8%
GPT-6 Sol - 89.1%
GPT-5.6 SolPredecessor - 88.8%
Claude Sonnet 5.5Similar price - 72.2%
Kimi K3Similar price - 66.0%
Grok 4.6Similar price
+0.7 pts vs GPT-5.6 Sol (predecessor) · Ahead of 3 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#10 of 161
- 96.5%
Gemini 4 CarbonSimilar price - 95.6%
Claude Sonnet 5.5Similar price - 94.6%
GPT-5.4 ProNearby rank - 94.4%
Gemini 3.1 Pro PreviewNearby rank - 94.3%
GPT-6 Sol - 94.3%
GPT-6.1 TerraNearby rank - 94.1%
Gemini 3.6 FlashNearby rank - 94.0%
Grok 4.6Similar price - 93.5%
GPT-5.6 SolPredecessor - 93.1%
Kimi K3Similar price
+0.8 pts vs GPT-5.6 Sol (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%
Claude Sonnet 5.5Similar price - 100.0%
Gemini 4 ArgonSimilar price - 100.0%
GPT-5.6 SolPredecessor - 100.0%
GPT-6 AstraNearby rank - 100.0%
GPT-6 Sol - 100.0%
GPT-6.1 SolNearby rank - 100.0%
GPT-6.1 TerraNearby rank - 100.0%
Qwen3.8 Max (0902)Similar price - 97.2%
Kimi K3Similar price
Level with GPT-5.6 Sol (predecessor) · Ahead of 1 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#17 of 87
- 77.7%
Gemini 4 CarbonSimilar price - 69.7%
GPT-5.6 SolPredecessor - 66.2%
Gemini 3.6 FlashNearby rank - 63.0%
GPT-5.5Nearby rank - 60.7%
GPT-6 Sol - 60.3%
Muse Spark 1.2Nearby rank - 59.9%
Claude Opus 5Nearby rank - 56.0%
Grok 4.7Similar price - 50.6%
Kimi K3Similar price - 46.5%
Claude Sonnet 5.5Similar price
-9.0 pts vs GPT-5.6 Sol (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.
Reasoning effort
ARC-AGI-2
Score by reasoning effort · Higher is better
All published scores
- Arena TextArena #671457
-28 vs GPT-5.6 Sol (predecessor)
- max145795% CI 1451 to 1462 · 19,890 votes
- Arena WebDevArena #151673
+58 vs GPT-5.6 Sol (predecessor)
- max167395% CI 1665 to 1681 · 7,249 votes
- Arena VisionArena #471258
-30 vs GPT-5.6 Sol (predecessor)
- max125895% CI 1248 to 1268 · 5,018 votes
- Arena SearchArena #41229
-26 vs GPT-5.6 Sol (predecessor)
- max122995% CI 1221 to 1237 · 13,499 votes
- Agent ArenaArena #13+0.069
Level with GPT-5.6 Sol (predecessor, overlapping 95% CIs)
- max+0.06995% CI +0.054 to +0.085 · 3,274,425 observations
- ARC-AGI-2#9 of 8589.6%
-2.9 pts vs GPT-5.6 Sol (predecessor)
- none1.7%
- low31.5%
- medium57.8%
- high68.9%
- xhigh78.1%
- max89.6%
- FrontierMath-Tier-4-v2-Private#8 of 7290.0%
+7.1 pts vs GPT-5.6 Sol (predecessor)
- max90.0%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#8 of 8789.8%
+0.7 pts vs GPT-5.6 Sol (predecessor)
- max89.8%
Source:Epoch AI evaluation - GPQA diamond#10 of 16194.3%
+0.8 pts vs GPT-5.6 Sol (predecessor)
- max94.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#1 of 158100.0%
Level with GPT-5.6 Sol (predecessor)
- max100.0%
Source:Epoch AI evaluation - SimpleQA Verified#17 of 8760.7%
-9.0 pts vs GPT-5.6 Sol (predecessor)
- max60.7%
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.