- input
- $0.15
- cached
- $0.075
- output
- $0.60
- Context
- 128Ktokens
- Released
- 2y 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 #270
- 1452
Gemma 4 31BSimilar price - 1409
Hy3 previewSimilar price - 1387
Solar Pro 4Similar price - 1321
Molmo 2 8BNearby rank - 1318
Llama 3.3 70B InstructNearby rank - 1318
GPT-4o-mini (2024-07-18) - 1318gpt-oss-20bNearby rank
- 1317Gemma 3n E4B ITNearby rank
- 1251
Command R (08-2024)Similar price
Ahead of 1 of 4 similarly priced models
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
Arena Vision
Best Arena rating per model · Higher is better
Arena #137
- 1265Gemma 4 31BSimilar price
- 1248
MiMo-V2.6-FlashSimilar price - 1161
GLM 4.6VSimilar price - 1127
Mistral Small 3.1 24BSimilar price - 1118GPT-4o (2024-08-06)Nearby rank
- 1113Molmo 2 8BNearby rank
- 1097GPT-4o-mini (2024-07-18)
- 1089GPT-4.1 NanoNearby rank
- 1045Molmo 72BNearby rank
Ahead of 0 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
Not ranked on Agent Arena yet
ARC-AGI-2
Best score per model · Higher is better
#78 of 85
- 78.1%
DeepSeek V4.1 Flash 1017Similar price - 61.3%
Claude Haiku 5.5Similar price - 1.3%
Qwen3 235B A22B Instruct 2507Similar price - 0.0%Llama 4 ScoutSimilar price
- 0.0%GPT-4.1 NanoNearby rank
- 0.0%GPT-4o (2024-11-20)Nearby rank
- 0.0%GPT-4o-mini (2024-07-18)
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#86 of 87
- 75.1%Claude Haiku 5.5Similar price
- 71.2%DeepSeek V4.1 Flash 1017Similar price
- 68.8%GLM 5.3Similar price
- 20.4%Qwen3.6 35B A3BSimilar price
- 6.7%GPT-4.1 MiniNearby rank
- 6.0%GPT-4.1Nearby rank
- 0.7%GPT-4o-mini (2024-07-18)
- 0.4%GPT-4o (2024-08-06)Nearby rank
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#150 of 161
- 93.2%DeepSeek V4.1 Flash 1017Similar price
- 89.6%Claude Haiku 5.5Similar price
- 84.8%Qwen3.6 35B A3BSimilar price
- 75.8%Gemma 4 31BSimilar price
- 39.5%Gemma 3 12BNearby rank
- 38.1%Claude Haiku 3.5Nearby rank
- 37.7%GPT-4o-mini (2024-07-18)
- 36.5%Gemma 2 27BNearby rank
- 36.3%Claude Haiku 3Nearby rank
Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#142 of 158
- 99.4%DeepSeek V4.1 Flash 1017Similar price
- 98.9%Claude Haiku 5.5Similar price
- 86.7%Qwen3.6 35B A3BSimilar price
- 73.3%Gemma 4 31BSimilar price
- 7.8%Mistral Large 2.1Nearby rank
- 7.5%Gemma 3 4BNearby rank
- 6.9%GPT-4o-mini (2024-07-18)
- 6.4%GPT-4o (2024-08-06)Nearby rank
- 6.3%GPT-4o (2024-05-13)Nearby rank
Ahead of 0 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#86 of 87
- 42.5%DeepSeek V4.1 Flash 1017Similar price
- 41.0%GLM 5.3Similar price
- 23.8%Claude Haiku 5.5Similar price
- 11.7%GPT-5.4 NanoNearby rank
- 10.4%Gemma 4 31BSimilar price
- 8.3%GPT-4o-mini (2024-07-18)
- 6.0%GPT-4.1 NanoNearby rank
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.
All published scores
- Arena TextArena #2701318
- default131895% CI 1314 to 1321 · 68,705 votes
- Arena VisionArena #1371097
- default109795% CI 1089 to 1105 · 17,341 votes
- ARC-AGI-2#78 of 850.0%
- default0.0%
- FrontierMath-Tiers-1-3-v2-Private#86 of 870.7%
- default0.7%
Source:Epoch AI evaluation - GPQA diamond#150 of 16137.7%
- default37.7%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#142 of 1586.9%
- default6.9%
Source:Epoch AI evaluation - SimpleQA Verified#86 of 878.3%
- default8.3%
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.