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DFlash can be faster than MTP.

But there is no universal winner. It depends on the model, the hardware, the task, the workload, and many other details.

I benchmarked MTP vs DFlash with vLLM and llama.cpp across math, coding, and chat workloads.

For Qwen3.6 27B, DFlash delivered up to a 4x speedup. MTP was not far behind, once tuned, but DFlash reached the highest peak performance.

For Qwen3.6 35B A3B, MTP often performs better.

All the results here:

DFlash vs MTP: Qwen3.6 Speculative Decoding Benchmarks with vLLM and llama.cpp
Jun 3
at
12:05 AM
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