- input
- $1.00
- cached
- $0.17
- output
- $4.05
- Context
- 524Ktokens
- Released
- 4mo ago
- Size
- 952Bparameters
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 #91
- 1497
Gemini 3.8 FlashSimilar price - 1475
GLM 5.2Similar price - 1447
GPT-5.4 MiniSimilar price - 1446
ERNIE 5.0Nearby rank - 1446Gemini 2.5 ProNearby rank
- 1443
Inkling - 1443
Qwen3.6 PlusNearby rank - 1442
Grok 4.7Nearby rank - 1442Grok 4.3Similar price
Ahead of 0 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Arena #98
- 1608GLM 5.2Similar price
- 1583Gemini 3.8 FlashSimilar price
- 1420GPT-5.2Nearby rank
- 1417GPT-5Nearby rank
- 1414Inkling
- 1408Inkling SmallNearby rank
- 1406GPT-5.3-CodexNearby rank
- 1398GPT-5.4 MiniSimilar price
- 1357Grok 4.3Similar price
Ahead of 2 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
Arena #57
- +0.120GPT-6.1 TerraSimilar price
- +0.023Gemini 3.8 FlashSimilar price
- +0.022
Muse Spark 1.3Similar price - +0.002GLM 5.2Similar price
- -0.137
Mistral Medium 3.5Nearby rank - -0.156
Nemotron 3 UltraNearby rank - -0.173Inkling
- -0.181Inkling SmallNearby rank
- -0.226
Solar Pro 4Nearby rank
Ahead of 0 of 4 similarly priced models
ARC-AGI-2
Best score per model · Higher is better
#47 of 85
- 89.2%Gemini 3.8 FlashSimilar price
- 65.1%Grok 4.20Similar price
- 40.1%Inkling SmallNearby rank
- 37.6%
Claude Opus 4.5Nearby rank - 36.5%Inkling
- 31.1%Gemini 3 Pro PreviewNearby rank
- 22.8%GLM 5.2Similar price
- 18.9%GPT-5.4 MiniSimilar price
Ahead of 2 of 4 similarly priced models
FrontierMath-Tier-4-v2-Private
Best score per model · Higher is better
#61 of 72
- 29.3%GLM 5.2Similar price
- 22.0%Gemini 3.8 FlashSimilar price
- 14.6%Grok 4.3Similar price
- 9.8%GPT-5.4 MiniSimilar price
- 4.9%Claude Opus 4.5Nearby rank
- 4.9%Inkling
- 2.4%Claude Opus 4.1Nearby rank
- 2.4%Claude Sonnet 4.5Nearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#67 of 87
- 68.4%Gemini 3.8 FlashSimilar price
- 59.2%GLM 5.2Similar price
- 51.2%GPT-5.4 MiniSimilar price
- 42.8%Grok 4.3Similar price
- 34.4%Qwen3.7 PlusNearby rank
- 33.3%o3Nearby rank
- 33.3%Inkling
- 31.2%Qwen3.5 397B A17BNearby rank
- 27.7%Gemini 3.1 Flash LiteNearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#53 of 161
- 95.4%Gemini 3.8 FlashSimilar price
- 91.9%GLM 5.2Similar price
- 88.8%Grok 4.3Similar price
- 88.5%Inkling SmallNearby rank
- 88.4%Qwen3.6 PlusNearby rank
- 88.3%Inkling
- 88.1%Mistral Large 4Nearby rank
- 87.9%
Kimi K2.7 CodeNearby rank - 86.9%GPT-5.4 MiniSimilar price
Ahead of 1 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#59 of 158
- 98.9%Gemini 3.8 FlashSimilar price
- 93.3%Grok 4.3Similar price
- 88.9%GPT-5.4 MiniSimilar price
- 88.9%gpt-oss-120bNearby rank
- 88.9%Qwen3.5 397B A17BNearby rank
- 88.9%Inkling
- 88.6%GPT-5.1Nearby rank
- 87.8%
DeepSeek ReasonerNearby rank - 86.4%GLM 5.2Similar price
Ahead of 1 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#53 of 87
- 69.7%Gemini 3.8 FlashSimilar price
- 41.0%GLM 5.3Nearby rank
- 40.4%Qwen3 235B A22B Thinking 2507Nearby rank
- 40.3%Inkling
- 37.1%GPT-5.2Nearby rank
- 36.5%Kimi K2.7 CodeNearby rank
- 34.2%GLM 5.2Similar price
- 33.2%Grok 4.3Similar price
- 29.4%GPT-5.4 MiniSimilar price
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 TextArena #911443
- default144395% CI 1439 to 1447 · 50,137 votes
- Arena WebDevArena #981414
- default141495% CI 1408 to 1420 · 17,180 votes
- Agent ArenaArena #57-0.173
- default-0.17395% CI -0.189 to -0.158 · 1,737,263 observations
- ARC-AGI-2#47 of 8536.5%
- default36.5%
- FrontierMath-Tier-4-v2-Private#61 of 724.9%
- xhigh4.9%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#67 of 8733.3%
- xhigh33.3%
Source:Epoch AI evaluation - GPQA diamond#53 of 16188.3%
- xhigh88.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#59 of 15888.9%
- xhigh88.9%
Source:Epoch AI evaluation - SimpleQA Verified#53 of 8740.3%
- xhigh40.3%
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.