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Papers Benchmarks Datasets Tasks

Speculative Decoding research benchmarks – Page 4 · SOTA2 Research

Speculative Decoding

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ShareGPT + UltraChat 280k (train)

5.04HF MAT Score

4

Apr 30, 2026

2.23Speedup

3

Mar 4, 2026

Pre-training dataset

Full Knowledge Distillation

0.658Speculative Accept %

3

Feb 26, 2026

3.41Match Rate (MAT)

2

Apr 30, 2026

0.848Acceptance Rate

2

Feb 26, 2026

Page 4 of 4

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