Method Drift›Speculative decoding
Superseded baseline#111 of 151 most-superseded
improved sampling procedures
Speculative decoding
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites improved sampling procedures as a baseline.
“Other methods propose improved sampling procedures~liudiscrete,lavenant2025error, often at the cost of significantly slower generation.”
— Factorization-Error-Free Discrete Diffusion Language Model via Speculative Decoding
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 14, 2026
- Apr 6, 2026
- Principled Coarse-Graining (PCG)Principled Coarse-Grained Acceptance for Speculative Decoding in SpeechNov 5, 2025