The article compares speculative decoding with DFlash and MTP, using vLLM and llama.cpp for math, coding, and chat. Performance varies by model and workload.
Published on June 3, 2026, the article compares DFlash and MTP with vLLM and llama.cpp on math, coding, and chat tasks. On Qwen3.6 27B, DFlash reaches up to 4× speedup; on Qwen3.6 35B A3B, MTP tends to perform better.
The results indicate that the choice depends on the model and workload, helping engineers decide what to test. To assess the conclusions, consult the original article and check its reported benchmarks, configurations, and tasks; do not generalize the results to different scenarios without measuring them.