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Quality Index
32.3
94th of 459
Top 20%
Coding Index
33.9
60th of 369
Top 16%
Qwen3.5 9B (Reasoning)
Alibaba
DeepSeek V3.2 (Non-reasoning)
DeepSeek
Grok 3 mini Reasoning (high)
xAI
K-EXAONE (Reasoning)
LG AI Research
GLM-4.6 (Reasoning)
Z AI
Qwen3 Max Thinking (Preview)
Benchmarks, quality index, speed metrics
For full methodology details, see our methodology page.