SpecBench

SPEED-Bench re-tests speculative decoding at the batch size you actually serve

Speculative decoding speedups depend on the data, and most published ones come from high-level scripts on narrow datasets. SPEED-Bench's authors argue the honest measurement happens inside vLLM or TensorRT-LLM, across concurrencies.