- 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 #46
- 1526
Gemini 4 CarbonSimilar price - 1487
Kimi K3Similar price - 1482
GPT-6.1 SolSimilar price - 1474
Claude Opus 4.5Nearby rank - 1473
GPT-5.5 InstantNearby rank - 1472
Claude Sonnet 5.5 - 1472
Claude Sonnet 4.6Nearby rank - 1468
GPT-5.6 TerraNearby rank - 1461
Claude Sonnet 5Predecessor - 1354
Command ASimilar price
+12 vs Claude Sonnet 5 (predecessor) · Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #3
- 1836
Claude Fable 5.2Nearby rank - 1814
Claude Opus 5.5Nearby rank - 1773
Claude Sonnet 5.5 - 1768
Gemini 4 CarbonSimilar price - 1764
GPT-6 AstraNearby rank - 1743
GPT-6.1 SolSimilar price - 1676
Qwen3.8 Max (0902)Similar price - 1658
Kimi K3Similar price - 1539
Claude Sonnet 5Predecessor
+234 vs Claude Sonnet 5 (predecessor) · Ahead of 3 of 4 similarly priced models
Arena Vision
Best Arena rating per model · Higher is better
Arena #43
- 1293
GPT-6.1 SolSimilar price - 1280
Grok 4.5Similar price - 1280
Gemini 3.1 Pro PreviewSimilar price - 1263
Grok 4.6Nearby rank - 1263
DeepSeek V4.1 FlashNearby rank - 1263
Claude Sonnet 5.5 - 1262
Qwen3.7 PlusNearby rank - 1261
Claude Sonnet 5Predecessor - 1199
Mistral Medium 3.5Similar price
Level with Claude Sonnet 5 (predecessor, overlapping 95% CIs) · Ahead of 1 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
Not ranked on Arena Document yet
Agent Arena
Best IPS score per model · Higher is better
Arena #4
- +0.195
Claude Opus 5.5Nearby rank - +0.170
Gemini 4 CarbonSimilar price - +0.160
Claude Sonnet 5.5 - +0.148
Claude Fable 5.1Nearby rank - +0.145
GPT-6 AstraNearby rank - +0.125
GPT-6.1 SolSimilar price - +0.026
Grok 4.7Similar price - +0.020
Claude Sonnet 5Predecessor - +0.006
Kimi K3Similar price
+0.140 vs Claude Sonnet 5 (predecessor) · Ahead of 2 of 4 similarly priced models
ARC-AGI-2
Best score per model · Higher is better
#17 of 85
- 94.2%
Gemini 4 CarbonSimilar price - 94.2%
GPT-6.1 SolSimilar price - 84.6%
GPT-5.5 ProNearby rank - 83.9%
GPT-5.6 TerraNearby rank - 83.9%
Claude Sonnet 5.5 - 83.3%
GPT-5.4 ProNearby rank - 81.7%
Inkling 2 SmallNearby rank - 67.1%
Grok 4.6Similar price - 60.4%
Claude Sonnet 4.6Earlier version - 60.4%
Kimi K3Similar price
+23.5 pts vs Claude Sonnet 4.6 (earlier version) · Ahead of 2 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#11 of 72
- 100.0%
GPT-6.1 SolSimilar price - 95.1%
Gemini 4 CarbonSimilar price - 87.8%
Claude Fable 5.1Nearby rank - 82.9%
GPT-5.6 SolNearby rank - 80.5%
Claude Sonnet 5.5 - 78.0%
Gemini 4 ArgonNearby rank - 78.0%
GPT-5.5 ProNearby rank - 39.0%
Kimi K3Similar price - 34.1%
Qwen3.8 Max (0902)Similar price - 29.3%
Claude Sonnet 5Predecessor
+51.2 pts vs Claude Sonnet 5 (predecessor) · Ahead of 2 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#10 of 87
- 93.7%
GPT-6.1 SolSimilar price - 90.5%
Gemini 4 CarbonSimilar price - 89.8%
GPT-6 SolNearby rank - 89.1%
GPT-5.6 SolNearby rank - 88.8%
Claude Sonnet 5.5 - 87.7%
GPT-5.5 ProNearby rank - 87.0%
Claude Fable 5Nearby rank - 72.2%
Kimi K3Similar price - 66.0%
Grok 4.6Similar price - 65.6%
Claude Sonnet 5Predecessor
+23.2 pts vs Claude Sonnet 5 (predecessor) · Ahead of 2 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#4 of 161
- 96.5%
Gemini 4 CarbonSimilar price - 96.4%
Gemini 4 ArgonNearby rank - 95.8%
GPT-6 AstraNearby rank - 95.6%
Claude Sonnet 5.5 - 95.4%
Gemini 3.8 FlashNearby rank - 95.4%
GPT-6.1 SolSimilar price - 94.0%
Grok 4.6Similar price - 93.1%
Kimi K3Similar price - 90.5%
Claude Sonnet 5Predecessor
+5.1 pts vs Claude Sonnet 5 (predecessor) · Ahead of 3 of 4 similarly priced models
Humanity's Last Exam
Best score per model · Higher is better
#4 of 34
- 46.5%
Claude Fable 5.1Nearby rank - 46.4%
Gemini 3.1 Pro PreviewSimilar price - 46.1%
Claude Sonnet 5.5 - 44.5%
Gemini 3.8 FlashNearby rank - 44.3%
GPT-5.4 ProNearby rank - 20.3%
o3Similar price - 7.5%
Claude Sonnet 4.5Earlier version - 5.4%
GPT-4.1Similar price - 2.7%
GPT-4o (2024-11-20)Similar price
+38.6 pts vs Claude Sonnet 4.5 (earlier version) · Ahead of 3 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#1 of 158
- 100.0%
Claude Fable 5.1Nearby rank - 100.0%
Claude Opus 5.5Nearby rank - 100.0%
Claude Sonnet 5.5 - 100.0%
Gemini 4 ArgonSimilar price - 100.0%
Gemini 4 CarbonNearby rank - 100.0%
GPT-6 SolSimilar price - 100.0%
Qwen3.8 Max (0902)Similar price - 97.2%
Kimi K3Similar price - 94.7%
Claude Sonnet 5Predecessor
+5.3 pts vs Claude Sonnet 5 (predecessor) · Ahead of 1 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#39 of 87
- 77.7%
Gemini 4 CarbonSimilar price - 73.9%
GPT-6.1 SolSimilar price - 56.0%
Grok 4.7Similar price - 50.6%
Kimi K3Similar price - 47.0%
Claude Opus 4.6Nearby rank - 47.0%
DeepSeek V4 Pro 0423Nearby rank - 46.5%
Claude Sonnet 5.5 - 46.3%
GPT-5.4 ProNearby rank - 45.8%Qwen3.8 MaxNearby rank
- 33.7%
Claude Sonnet 5Predecessor
+12.8 pts vs Claude Sonnet 5 (predecessor) · 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.
Reasoning effort
Arena WebDev
Score by reasoning effort · Higher is better
ARC-AGI-2
Score by reasoning effort · Higher is better
All published scores
- Arena TextArena #461472
+12 vs Claude Sonnet 5 (predecessor)
- xhigh147295% CI 1466 to 1479 · 13,821 votes
- Arena WebDevArena #31773
+234 vs Claude Sonnet 5 (predecessor)
- high171595% CI 1707 to 1724 · 7,881 votes
- xhigh177395% CI 1763 to 1782 · 5,818 votes
- Arena VisionArena #431263
Level with Claude Sonnet 5 (predecessor, overlapping 95% CIs)
- xhigh126395% CI 1253 to 1273 · 4,257 votes
- Agent ArenaArena #4+0.160
+0.140 vs Claude Sonnet 5 (predecessor)
- max+0.16095% CI +0.131 to +0.188 · 1,274,623 observations
- ARC-AGI-2#17 of 8583.9%
+23.5 pts vs Claude Sonnet 4.6 (earlier version)
- low24.0%
- medium32.8%
- high67.4%
- xhigh83.9%
- FrontierMath-Tier-4-v2-Private#11 of 7280.5%
+51.2 pts vs Claude Sonnet 5 (predecessor)
- max80.5%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#10 of 8788.8%
+23.2 pts vs Claude Sonnet 5 (predecessor)
- max88.8%
Source:Epoch AI evaluation - GPQA diamond#4 of 16195.6%
+5.1 pts vs Claude Sonnet 5 (predecessor)
- max95.6%
Source:Epoch AI evaluation - Humanity's Last Exam#4 of 3446.1%
+38.6 pts vs Claude Sonnet 4.5 (earlier version)
- xhigh46.1%
- OTIS Mock AIME 2024-2025#1 of 158100.0%
+5.3 pts vs Claude Sonnet 5 (predecessor)
- max100.0%
Source:Epoch AI evaluation - SimpleQA Verified#39 of 8746.5%
+12.8 pts vs Claude Sonnet 5 (predecessor)
- max46.5%
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.