- Context
- 200Ktokens
- Released
- 2y ago
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 #322
- 1346
GPT-4o (2024-05-13)Similar release date - 1346
Qwen-PlusSimilar release date - 1271
Qwen2.5 Coder 32B InstructNearby rank - 1267
Aya Expanse 32BNearby rank - 1262
Claude Haiku 3 - 1260
Nova Lite 1.0Nearby rank - 1256
Phi 4Nearby rank - 1230
Mixtral 8x22B InstructSimilar release date - 1153
SOLAR 10.7B Instruct v1.0Similar release date
Ahead of 2 of 4 models released around the same time
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 #157
- 1162
GPT-4o (2024-05-13)Similar release date - 1118
GPT-4o (2024-08-06)Similar release date - 1097
GPT-4o-mini (2024-07-18)Similar release date - 1019
Nova Pro 1.0Nearby rank - 1001
Aya Vision 32BNearby rank - 1000
Claude Haiku 3 - 994
Molmo 7B-DNearby rank - 993
Llama-3.2-11B-Vision-InstructNearby rank
Ahead of 0 of 3 models released around the same time
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
#152 of 161
- 56.1%Qwen MaxSimilar release date
- 48.9%
GPT-4o (2024-05-13)Similar release date - 48.1%
Qwen-PlusSimilar release date - 37.7%
GPT-4o-mini (2024-07-18)Nearby rank - 36.5%
Gemma 2 27BNearby rank - 36.3%
Claude Haiku 3 - 35.5%Qwen2.5 7B InstructNearby rank
- 30.6%
Mixtral 8x7B Instruct v0.1Nearby rank - 15.2%
Mistral 7B Instruct v0.3Similar release date
Ahead of 1 of 4 models released around the same time
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#154 of 158
- 17.8%
Qwen-PlusSimilar release date - 16.1%Qwen MaxSimilar release date
- 6.3%
GPT-4o (2024-05-13)Similar release date - 2.6%
Llama-3.2-90B-Vision-InstructNearby rank - 2.5%Qwen2.5 7B InstructNearby rank
- 1.8%
Claude Haiku 3 - 1.7%
Llama 3.1 8B InstructNearby rank - 1.4%
Gemma 2 27BNearby rank - 0.3%
Mistral 7B Instruct v0.3Similar release date
Ahead of 1 of 4 models released around the same time
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 #3221262
- default126295% CI 1258 to 1266 · 117,701 votes
- Arena VisionArena #1571000
- default100095% CI 988 to 1013 · 13,380 votes
- GPQA diamond#152 of 16136.3%
- default36.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#154 of 1581.8%
- default1.8%
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.