- input
- $2.50
- cached
- $1.25
- output
- $10.00
- 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 #245
- 1487
Kimi K3Similar price - 1487
Gemini 3.1 Pro PreviewSimilar price - 1472
Claude Sonnet 5.5Similar price - 1354
Command ASimilar price - 1342Gemma 3 12BNearby rank
- 1338
GPT-5 NanoNearby rank - 1336GPT-4o (2024-08-06)
- 1336
QwQ 32BNearby rank - 1335
Nova 2 LiteNearby rank
Ahead of 0 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 #134
- 1280
Grok 4.5Similar price - 1280Gemini 3.1 Pro PreviewSimilar price
- 1263Claude Sonnet 5.5Similar price
- 1199
Mistral Medium 3.5Similar price - 1127Mistral Small 3.1 24BNearby rank
- 1121
Qwen2.5 VL 72B InstructNearby rank - 1118GPT-4o (2024-08-06)
- 1113
Molmo 2 8BNearby rank - 1097GPT-4o-mini (2024-07-18)Nearby 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
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#54 of 58
- 36.9%Gemini 3.1 Pro PreviewSimilar price
- 32.4%Claude Sonnet 4.6Similar price
- 14.1%Gemini 2.5 ProSimilar price
- 10.3%Gemini 2.5 Pro Preview 06-05Similar price
- 0.3%Claude Haiku 3.5Nearby rank
- 0.3%Mistral Large 2.1Nearby rank
- 0.3%GPT-4o (2024-08-06)
- 0.3%GPT-4o (2024-11-20)Nearby rank
- 0.0%
Llama 4 ScoutNearby rank
Ahead of 0 of 4 similarly priced models
FrontierMath-Tiers-1-3-v2-Private
Best score per model · Higher is better
#87 of 87
- 88.8%Claude Sonnet 5.5Similar price
- 72.2%Kimi K3Similar price
- 66.0%Grok 4.6Similar price
- 59.6%Gemini 3.1 Pro PreviewSimilar price
- 6.0%GPT-4.1Nearby rank
- 0.7%GPT-4o-mini (2024-07-18)Nearby rank
- 0.4%GPT-4o (2024-08-06)
Ahead of 0 of 4 similarly priced models
GPQA diamond
Best score per model · Higher is better
#134 of 161
- 95.6%Claude Sonnet 5.5Similar price
- 94.4%Gemini 3.1 Pro PreviewSimilar price
- 94.0%Grok 4.6Similar price
- 93.1%Kimi K3Similar price
- 51.8%Llama 4 ScoutNearby rank
- 51.3%Mistral Large 2.1Nearby rank
- 49.2%GPT-4o (2024-08-06)
- 49.1%Qwen2.5 72B InstructNearby rank
- 49.0%Mistral Large 2407Nearby rank
Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#143 of 158
- 100.0%Claude Sonnet 5.5Similar price
- 100.0%Qwen3.8 Max (0902)Similar price
- 97.2%Kimi K3Similar price
- 95.6%Gemini 3.1 Pro PreviewSimilar price
- 7.5%Gemma 3 4BNearby rank
- 6.9%GPT-4o-mini (2024-07-18)Nearby rank
- 6.4%GPT-4o (2024-08-06)
- 6.3%GPT-4o (2024-05-13)Nearby rank
- 6.3%GPT-4o (2024-11-20)Nearby rank
Ahead of 0 of 4 similarly priced models
SimpleQA Verified
Best score per model · Higher is better
#70 of 87
- 73.5%Gemini 3.1 Pro PreviewSimilar price
- 56.0%Grok 4.7Similar price
- 50.6%Kimi K3Similar price
- 46.5%Claude Sonnet 5.5Similar price
- 30.2%Grok 4.20 (Reasoning)Nearby rank
- 29.4%GPT-5.4 MiniNearby rank
- 26.0%GPT-4o (2024-08-06)
- 25.4%Qwen3.5 PlusNearby rank
- 23.8%Claude Haiku 5.5Nearby 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 #2451336
- default133695% CI 1331 to 1340 · 45,499 votes
- Arena VisionArena #1341118
- default111895% CI 1106 to 1131 · 3,376 votes
- FrontierMath-2025-02-28-Private#54 of 580.3%
- default0.3%
Source:Epoch AI evaluation - FrontierMath-Tiers-1-3-v2-Private#87 of 870.4%
- default0.4%
Source:Epoch AI evaluation - GPQA diamond#134 of 16149.2%
- default49.2%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#143 of 1586.4%
- default6.4%
Source:Epoch AI evaluation - SimpleQA Verified#70 of 8726.0%
- default26.0%
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.