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Multi-step LLM Interaction on DeepSeek-R1-Distill-Llama-8B Inference Performance (test)

100High-Precision RatioBF16
-4235077Feb 2, 2026

Evaluation results

MethodLinks
BF16Precision=BF162026.0210062.718.7
Random@80%Sampling Ratio=80%2026.028054.212.75
Random@60%Sampling Ratio=60%2026.026051.612.67
Random@40%Sampling Ratio=40%2026.024048.110.25
Random@20%Sampling Ratio=20%2026.022045.36.5
Router(Ours)Routing=Dynamic Mix Precision2026.029.847.838.77
GPTQ-Int4Quantization=4-bit2026.02044—