- input
- $5.00
- output
- $15.00
- 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 #229
- 1511
Muse WonderSimilar price - 1506
Claude Opus 5.5Similar price - 1487
Gemini 3.1 Pro PreviewSimilar price - 1354
Command ASimilar price - 1348
Llama 3.1 Nemotron Ultra 253BNearby rank - 1347
Qwen3 32BNearby rank - 1346
GPT-4o (2024-05-13) - 1346Qwen-PlusNearby rank
- 1344
MiniMax-M2Nearby 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 #110
- 1300Claude Opus 4.7Similar price
- 1295Claude Opus 5.5Similar price
- 1280Gemini 3.1 Pro PreviewSimilar price
- 1275Claude Sonnet 4.6Similar price
- 1174Gemini 2.5 Flash-Lite Preview 09-2025Nearby rank
- 1172Gemini 2.0 FlashNearby rank
- 1162GPT-4o (2024-05-13)
- 1161Claude Sonnet 3.5 v2Nearby rank
- 1161
GLM 4.6VNearby 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
GPQA diamond
Best score per model · Higher is better
#138 of 161
- 94.4%Gemini 3.1 Pro PreviewSimilar price
- 93.1%
Kimi K3Similar price - 90.6%Claude Opus 5.5Similar price
- 87.4%Claude Sonnet 4.6Similar price
- 49.0%
Mistral Large 2407Nearby rank - 48.9%GPT-4.1 NanoNearby rank
- 48.9%GPT-4o (2024-05-13)
- 48.1%Qwen-PlusNearby rank
- 47.9%GPT-4o (2024-11-20)Nearby rank
Ahead of 0 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#144 of 158
- 100.0%Claude Opus 5.5Similar price
- 97.2%Kimi K3Similar price
- 95.6%Gemini 3.1 Pro PreviewSimilar price
- 85.8%Claude Sonnet 4.6Similar price
- 6.9%GPT-4o-mini (2024-07-18)Nearby rank
- 6.4%GPT-4o (2024-08-06)Nearby rank
- 6.3%GPT-4o (2024-05-13)
- 6.3%GPT-4o (2024-11-20)Nearby rank
- 6.1%
Qwen TurboNearby 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 #2291346
- default134695% CI 1343 to 1350 · 112,881 votes
- Arena VisionArena #1101162
- default116295% CI 1153 to 1171 · 23,273 votes
- GPQA diamond#138 of 16148.9%
- default48.9%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#144 of 1586.3%
- default6.3%
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.