- Context
- 256Ktokens
- Released
- 1y 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
Not ranked on Arena Text yet
Arena WebDev
Best Arena rating per model · Higher is better
Arena #154
- 1417
GPT-5Similar release date - 1393
Claude Sonnet 4.5Similar release date - 1342
GLM 4.6Similar release date - 1270
DeepSeek V3.2 ExpSimilar release date - 1228
Gemini 2.5 ProNearby rank - 1196
Devstral 2 2512Nearby rank - 1164
x-AI/Grok-Code-Fast 1 - 1162X-Ai/Grok-4-Fast-ReasoningNearby rank
- 1072Devstral MediumNearby rank
Ahead of 0 of 4 models released around the same time
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
Not ranked on Agent Arena yet
Terminal Bench
Best score per model · Higher is better
#42 of 49
- 46.5%Claude Sonnet 4.5Similar release date
- 44.3%GPT-5-CodexSimilar release date
- 30.0%
MiniMax-M2Nearby rank - 27.8%
Kimi K2 InstructSimilar release date - 25.8%x-AI/Grok-Code-Fast 1
- 24.6%
Qwen3.6 35B A3BNearby rank - 24.5%GLM 4.6Similar 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 WebDevArena #1541164
- default116495% CI 1135 to 1193 · 770 votes
- Terminal Bench#42 of 4925.8%
- default25.8%Mini-SWE-Agenthttps://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default25.8%Mini-SWE-AgentTerminal-Bench v2 LeaderboardOriginal-source terms apply
- default14.2%Terminus 2Terminal-Bench v2 LeaderboardOriginal-source terms apply
- default14.2%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
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.