- Context
- 1Mtokens
- Released
- 4mo 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
Not ranked on Arena Text yet
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
Not ranked on Arena Vision 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-Tiers-1-3-v2-Private
Best score per model · Higher is better
#79 of 87
- 57.5%
DeepSeek V4 Flash 0731Similar price - 55.8%
GLM 5.3 FlashSimilar price - 22.5%
Qwen3.6 FlashPredecessor - 20.4%Qwen3.6 35B A3BNearby rank
- 20.0%
GPT-5 NanoNearby rank - 19.3%Qwen3.7 Flash
- 18.9%
Qwen3 MaxNearby rank - 18.2%Qwen3.5-FlashNearby rank
-3.2 pts vs Qwen3.6 Flash (predecessor) · Ahead of 0 of 2 similarly priced models
GPQA diamond
Best score per model · Higher is better
#81 of 161
- 90.2%GLM 5.3 FlashSimilar price
- 83.3%Qwen3.6 FlashPredecessor
- 82.3%
Claude Sonnet 4.5Nearby rank - 82.3%Qwen3.5-FlashNearby rank
- 82.3%Qwen3.7 Flash
- 81.8%
Gemini 3.1 Flash LiteNearby rank - 81.8%o3Nearby rank
- 60.8%gpt-oss-20bSimilar price
- 23.9%
Llama 3.2 1B InstructSimilar price - 23.2%Gemma 3 4BSimilar price
-1.0 pts vs Qwen3.6 Flash (predecessor) · Ahead of 3 of 4 similarly priced models
OTIS Mock AIME 2024-2025
Best score per model · Higher is better
#66 of 158
- 93.9%GLM 5.3 FlashSimilar price
- 86.7%Qwen3 235B A22B Thinking 2507Nearby rank
- 86.7%Qwen3.6 35B A3BNearby rank
- 86.7%Qwen3.7 Flash
- 86.4%GLM 5.2Nearby rank
- 86.1%Claude Opus 4.5Nearby rank
- 84.4%Qwen3.6 FlashPredecessor
- 65.3%gpt-oss-20bSimilar price
- 7.5%Gemma 3 4BSimilar price
- 0.6%Llama 3.2 1B InstructSimilar price
+2.2 pts vs Qwen3.6 Flash (predecessor) · Ahead of 3 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-Tiers-1-3-v2-Private#79 of 8719.3%
-3.2 pts vs Qwen3.6 Flash (predecessor)
- none19.3%
- default19.3%
Source:Epoch AI evaluation - GPQA diamond#81 of 16182.3%
-1.0 pts vs Qwen3.6 Flash (predecessor)
- none80.8%
- default82.3%
Source:Epoch AI evaluation - OTIS Mock AIME 2024-2025#66 of 15886.7%
+2.2 pts vs Qwen3.6 Flash (predecessor)
- none77.8%
- default86.7%
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.