Unverified50% confidenceBenchmarkExact time
In the 174 main scenarios, the mean absolute relative cycle-time difference was 0.8655%, the median was 0.6758%, and the maximum was 7.0370%.
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50%
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Long-term
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10/20/2026
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UnverifiedIn all 174 scenarios, the simulated scenario-average cycle time was lower than the analytical value.70% similarUnverifiedIn the 174 main scenarios, the mean absolute error was 2.411 seconds and the root mean square error (RMSE) was 2.744 seconds.70% similarUnverifiedIn a side-by-side comparison, memory efficiency is about 96% for vLLM, about 85% for Ollama and about 88% for llama.cpp; first-token latency is 18ms, 22ms and 12ms respectively.62% similarUnverifiedAt the mention level, the model achieved an overall precision of 74.1% and a recall of 70.5%.62% similarUnverifiedFor the 7B model, accuracy with the solver was 75.31% versus 72.02% for direct calculation, a paired improvement of +3.29 percentage points, with a 95% cluster interval of [-3.49, 10.38] crossing zero, making the advantage non-significant.62% similar
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