Speculative decoding benchmarks show no single winner: workload dictates performance

MaziyarPanahi · x · 2026-08-28

Commenting on a vLLM blog post about speculative decoding methods like MTP, EAGLE-3, and DFlash, a user shared benchmark results. While DFlash2 won in single-stream mode on a GH200 with Qwen3.8-27B, SGLang + MTP3 took over under concurrency. The conclusion is that there is no universal winner; the best choice depends on the specific workload.

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