- input
- $0.60
- cached
- $0.15
- output
- $2.50
- Context
- 262Ktokens
- Released
- 1y ago
- Size
- 1Tparameters
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
Not ranked on Arena Text yet
Arena WebDev
Best Arena rating per model · Higher is better
Not ranked on Arena WebDev yet
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
FrontierMath-2025-02-28-Private
Best score per model · Higher is better
#22 of 58
- 35.6%
Gemini 3 Flash PreviewSimilar price - 25.9%
GPT-5.4 NanoNearby rank - 23.1%
Qwen3.6 Max PreviewNearby rank - 21.4%
Kimi K2 Thinking - 21.0%Qwen3.5 PlusNearby rank
- 20.7%
Claude Opus 4.5Nearby rank - 8.5%
Qwen3 235B A22B Thinking 2507Similar price - 2.4%
GLM 4.7Similar price - 0.3%
Mistral Medium 3Similar price
Ahead of 3 of 4 similarly priced models
FrontierMath-Tier-4-2025-07-01-Private
Best score per model · Higher is better
#39 of 46
- 6.3%GPT-5 MiniSimilar price
- 4.2%Gemini 3 Flash PreviewSimilar price
- 0.0%Claude Sonnet 3.5 v2Nearby rank
- 0.0%Claude Sonnet 4Nearby rank
- 0.0%Kimi K2 Thinking
- 0.0%GPT-4.1Nearby rank
- 0.0%Qwen3 235B A22B Thinking 2507Similar price
- 0.0%GLM 4.7Similar price
Ahead of 0 of 4 similarly priced models
Terminal Bench
Best score per model · Higher is better
#32 of 49
- 64.3%Gemini 3 Flash PreviewSimilar price
- 61.6%GPT-5.1-Codex-MiniSimilar price
- 57.3%
Grok 4.20Similar price - 38.0%Claude Opus 4.1Nearby rank
- 36.6%
MiniMax-M2.1Nearby rank - 35.7%Kimi K2 Thinking
- 35.5%Claude Haiku 4.5Nearby rank
- 34.8%GPT-5 MiniNearby rank
- 33.4%GLM 4.7Similar price
Ahead of 1 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
- FrontierMath-2025-02-28-Private#22 of 5821.4%
- default21.4%
Source:Epoch AI evaluation - FrontierMath-Tier-4-2025-07-01-Private#39 of 460.0%
- default0.0%
Source:Epoch AI evaluation - Terminal Bench#32 of 4935.7%
- default35.7%Terminus 2https://www.tbench.ai/leaderboard/terminal-bench/2.0Original-source terms apply
- default35.7%Terminus 2Terminal-Bench v2 LeaderboardOriginal-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.