- Context
- 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 #4
- 1522
Gemini 4 ArgonNearby rank - 1511
Muse WonderSimilar price - 1506
Claude Opus 5.5 - 1504
Claude Fable 5Nearby rank - 1503
Claude Opus 4.6Nearby rank - 1490
Claude Opus 5Predecessor - 1487
Gemini 3.1 Pro PreviewSimilar price - 1354
Command ASimilar price - 1346
GPT-4o (2024-05-13)Similar price
+16 vs Claude Opus 5 (predecessor) · Ahead of 3 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #2
- 1836
Claude Fable 5.2Nearby rank - 1814
Claude Opus 5.5 - 1773
Claude Sonnet 5.5Nearby rank - 1768
Gemini 4 CarbonNearby rank - 1691
Claude Opus 5Predecessor - 1658
Kimi K3Similar price - 1649
Muse WonderSimilar price - 1615
GPT-5.6 SolSimilar price - 1446
Gemini 3.1 Pro PreviewSimilar price
+123 vs Claude Opus 5 (predecessor) · Ahead of 4 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Arena #6
- 1299Qwen3.8 MaxNearby rank
- 1299
Claude Opus 4.6Nearby rank - 1295
Claude Opus 5.5 - 1294
Gemini 3.7 FlashNearby rank - 1294
Muse Spark 1.2Nearby rank - 1288
GPT-5.6 SolSimilar price - 1285
Claude Opus 5Predecessor - 1285
GPT-5.5Similar price - 1280
Gemini 3.1 Pro PreviewSimilar price - 1162
GPT-4o (2024-05-13)Similar price
Level with Claude Opus 5 (predecessor, overlapping 95% CIs) · Ahead of 2 of 4 similarly priced models
Arena Search
Best Arena rating per model · Higher is better
Arena #11
- 1255
GPT-5.6 SolSimilar price - 1248
GPT-6.1 SolSimilar price - 1229
GPT-6 SolSimilar price - 1227
Claude Fable 5.1Nearby rank - 1213
Claude Opus 5Predecessor - 1213
Claude Opus 5.5 - 1211
GPT-6 LunaNearby rank - 1210
Claude Opus 4.7Nearby rank - 1142
Sonar ProSimilar price
Level with Claude Opus 5 (predecessor) · Ahead of 1 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 #2
- +0.304
Claude Fable 5.2Nearby rank - +0.195
Claude Opus 5.5 - +0.170
Gemini 4 CarbonNearby rank - +0.160
Claude Sonnet 5.5Nearby rank - +0.072
Claude Opus 5Predecessor - +0.046
GPT-5.6 SolSimilar price - +0.018
Muse WonderSimilar price - +0.006
Kimi K3Similar price - -0.045
Gemini 3.1 Pro PreviewSimilar price
+0.123 vs Claude Opus 5 (predecessor) · Ahead of 4 of 4 similarly priced models
ARC-AGI-2
Best score per model · Higher is better
#5 of 85
- 94.2%
GPT-6.1 SolNearby rank - 93.8%
Claude Fable 5.2Nearby rank - 93.3%
Claude Opus 5.5 - 92.5%
GPT-5.6 SolSimilar price - 91.3%
Gemini 4 ArgonNearby rank - 88.3%
Claude Opus 5Predecessor - 85.0%
GPT-5.5Similar price - 77.1%
Gemini 3.1 Pro PreviewSimilar price - 60.4%
Kimi K3Similar price
+5.0 pts vs Claude Opus 5 (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#5 of 72
- 97.6%
GPT-6 AstraNearby rank - 95.1%
Gemini 4 CarbonNearby rank - 95.0%
Claude Opus 5.5 - 92.7%
GPT-6.1 TerraNearby rank - 90.2%
Claude Fable 5Nearby rank - 82.9%
GPT-5.6 SolSimilar price - 73.2%
Claude Opus 5Predecessor - 72.5%
GPT-5.5Similar price - 39.0%
Kimi K3Similar price - 26.8%
Gemini 3.1 Pro PreviewSimilar price
+21.8 pts vs Claude Opus 5 (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#4 of 87
- 93.7%
GPT-6 AstraNearby rank - 93.7%
GPT-6.1 SolNearby rank - 91.2%
Claude Opus 5.5 - 90.9%
GPT-6.1 TerraNearby rank - 90.5%
Gemini 4 CarbonNearby rank - 89.1%
GPT-5.6 SolSimilar price - 85.6%
Claude Opus 5Predecessor - 85.3%
GPT-5.5Similar price - 72.2%
Kimi K3Similar price - 59.6%
Gemini 3.1 Pro PreviewSimilar price
+5.6 pts vs Claude Opus 5 (predecessor) · Ahead of 4 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#39 of 161
- 94.4%
Gemini 3.1 Pro PreviewSimilar price - 93.9%
Claude Opus 5Predecessor - 93.5%
GPT-5.6 SolSimilar price - 93.1%
Kimi K3Similar price - 90.8%
Kimi K2.6Nearby rank - 90.7%
GPT-5.5Nearby rank - 90.6%
Claude Opus 5.5 - 90.5%
Claude Opus 4.6Nearby rank - 90.5%
Claude Sonnet 5Nearby rank - 48.9%
GPT-4o (2024-05-13)Similar price
-3.3 pts vs Claude Opus 5 (predecessor) · Ahead of 1 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#1 of 158
- 100.0%
Claude Fable 5Nearby rank - 100.0%
Claude Fable 5.1Nearby rank - 100.0%
Claude Opus 5.5 - 100.0%
Claude Sonnet 5.5Nearby rank - 100.0%
Gemini 4 ArgonNearby rank - 100.0%
GPT-5.6 SolSimilar price - 98.9%
Claude Opus 5Predecessor - 97.2%
Kimi K3Similar price - 95.6%
Gemini 3.1 Pro PreviewSimilar price - 6.3%
GPT-4o (2024-05-13)Similar price
+1.1 pts vs Claude Opus 5 (predecessor) · Ahead of 3 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#7 of 87
- 73.9%
GPT-6.1 SolNearby rank - 73.5%
Gemini 3.1 Pro PreviewSimilar price - 72.2%
Claude Opus 5.5 - 70.8%
Claude Fable 5.1Nearby rank - 70.7%
Claude Fable 5Nearby rank - 69.7%
GPT-5.6 SolSimilar price - 63.0%
GPT-5.5Similar price - 59.9%
Claude Opus 5Predecessor - 50.6%
Kimi K3Similar price
+12.3 pts vs Claude Opus 5 (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 #41506
+16 vs Claude Opus 5 (predecessor)
- high150695% CI 1500 to 1512 · 15,249 votes
- Arena WebDevArena #21814
+123 vs Claude Opus 5 (predecessor)
- max181495% CI 1803 to 1826 · 4,187 votes
- Arena VisionArena #61295
Level with Claude Opus 5 (predecessor, overlapping 95% CIs)
- high129595% CI 1285 to 1305 · 4,789 votes
- Arena SearchArena #111213
Level with Claude Opus 5 (predecessor)
- medium121395% CI 1206 to 1220 · 31,730 votes
- Agent ArenaArena #2+0.195
+0.123 vs Claude Opus 5 (predecessor)
- max+0.19595% CI +0.175 to +0.215 · 2,575,030 observations
- ARC-AGI-2#5 of 8593.3%
+5.0 pts vs Claude Opus 5 (predecessor)
- low70.1%
- medium87.5%
- high93.3%
- xhigh92.5%
- max91.7%
- FrontierMath-Tier-4-v2-Private#5 of 7295.0%
+21.8 pts vs Claude Opus 5 (predecessor)
- max95.0%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#4 of 8791.2%
+5.6 pts vs Claude Opus 5 (predecessor)
- max91.2%
Source:Epoch AI evaluation - GPQA diamond#39 of 16190.6%
-3.3 pts vs Claude Opus 5 (predecessor)
- max90.6%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#1 of 158100.0%
+1.1 pts vs Claude Opus 5 (predecessor)
- max100.0%
Source:Epoch AI evaluation - SimpleQA Verified#7 of 8772.2%
+12.3 pts vs Claude Opus 5 (predecessor)
- max72.2%
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.