Benchmark
Teams evaluating coding models must weigh pass@1 performance against cost-efficiency; this benchmark signals that DeepSeek-V4 Flash offers substantially better value for production coding tasks despite trailing on raw accuracy, reshaping vendor selection and fine-tuning ROI calculations.
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