- Context
- 1.1Mtokens
- Listed
- 2w 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 #13
- 1688
Kimi K3.1 ProNearby rank - 1682
Gemini 4 ArgonNearby rank - 1679
GPT-6.1 Terra - 1676
Qwen3.8 Max (0902)Nearby rank - 1673GPT-6 SolNearby rank
- 1655
Muse Spark 1.3Similar price - 1520GPT-5.6 TerraPredecessor
- 1515Qwen3.7 MaxSimilar price
- 1399
GLM 5V TurboSimilar price - 1330
Claude Haiku 4.5Similar price
+158 vs GPT-5.6 Terra (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
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 #8
- +0.145GPT-6 AstraNearby rank
- +0.125GPT-6.1 SolNearby rank
- +0.120GPT-6.1 Terra
- +0.107Gemini 4 ArgonNearby rank
- +0.090Muse Wonder FullNearby rank
- +0.022Muse Spark 1.3Similar price
- +0.002GLM 5.2Similar price
- -0.018GPT-5.6 TerraPredecessor
- -0.072Qwen3.7 MaxSimilar price
- -0.173
InklingSimilar price
+0.138 vs GPT-5.6 Terra (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#6 of 72
- 95.1%Gemini 4 CarbonNearby rank
- 95.0%Claude Opus 5.5Nearby rank
- 92.7%GPT-6.1 Terra
- 90.2%Claude Fable 5Nearby rank
- 90.0%GPT-6 SolNearby rank
- 70.7%GPT-5.6 TerraPredecessor
- 46.3%Muse Spark 1.3Similar price
- 34.1%Qwen3.7 MaxSimilar price
- 29.3%GLM 5.2Similar price
- 4.9%InklingSimilar price
+22.0 pts vs GPT-5.6 Terra (predecessor) · Ahead of 4 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#5 of 87
- 93.7%GPT-6.1 SolNearby rank
- 91.2%Claude Opus 5.5Nearby rank
- 90.9%GPT-6.1 Terra
- 90.5%Gemini 4 CarbonNearby rank
- 90.2%Claude Fable 5.1Nearby rank
- 86.0%GPT-5.6 TerraPredecessor
- 74.4%Muse Spark 1.3Similar price
- 64.6%Qwen3.7 MaxSimilar price
- 36.8%GLM 5.1Similar price
- 33.3%InklingSimilar price
+4.9 pts vs GPT-5.6 Terra (predecessor) · Ahead of 4 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#10 of 161
- 94.4%Gemini 3.1 Pro PreviewNearby rank
- 94.3%GPT-6 SolNearby rank
- 94.3%GPT-6.1 Terra
- 94.1%Gemini 3.6 FlashNearby rank
- 94.0%
Grok 4.6Nearby rank - 93.3%GPT-5.6 TerraPredecessor
- 90.9%Qwen3.7 MaxSimilar price
- 89.9%GLM 5.1Similar price
- 88.3%InklingSimilar price
- 71.2%Claude Haiku 4.5Similar price
+1.0 pts vs GPT-5.6 Terra (predecessor) · Ahead of 4 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#1 of 158
- 100.0%GPT-6 SolNearby rank
- 100.0%GPT-6.1 SolNearby rank
- 100.0%GPT-6.1 Terra
- 100.0%Qwen3.8 Max (0902)Nearby rank
- 99.7%Claude Fable 5.2Nearby rank
- 99.7%GPT-5.6 TerraPredecessor
- 99.2%Muse Spark 1.3Similar price
- 95.6%Qwen3.7 MaxSimilar price
- 93.3%GLM 5.1Similar price
- 66.7%Claude Haiku 4.5Similar price
+0.3 pts vs GPT-5.6 Terra (predecessor) · Ahead of 4 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#21 of 87
- 60.3%Muse Spark 1.2Similar price
- 59.9%Claude Opus 5Nearby rank
- 57.8%Muse Spark 1.1Nearby rank
- 57.3%GPT-6.1 Terra
- 56.0%Grok 4.7Nearby rank
- 55.8%Qwen3.7 MaxSimilar price
- 43.2%GPT-5.6 TerraPredecessor
- 34.0%GLM 5.1Similar price
- 13.2%Claude Haiku 4.5Similar price
+14.1 pts vs GPT-5.6 Terra (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 WebDevArena #131679
+158 vs GPT-5.6 Terra (predecessor)
- max167995% CI 1668 to 1689 · 3,944 votes
- Agent ArenaArena #8+0.120
+0.138 vs GPT-5.6 Terra (predecessor)
- max+0.12095% CI +0.107 to +0.133 · 8,572,270 observations
- FrontierMath-Tier-4-v2-Private#6 of 7292.7%
+22.0 pts vs GPT-5.6 Terra (predecessor)
- max92.7%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#5 of 8790.9%
+4.9 pts vs GPT-5.6 Terra (predecessor)
- max90.9%
Source:Epoch AI evaluation - GPQA diamond#10 of 16194.3%
+1.0 pts vs GPT-5.6 Terra (predecessor)
- max94.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#1 of 158100.0%
+0.3 pts vs GPT-5.6 Terra (predecessor)
- max100.0%
Source:Epoch AI evaluation - SimpleQA Verified#21 of 8757.3%
+14.1 pts vs GPT-5.6 Terra (predecessor)
- max57.3%
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.