Speculative decoding
DISCO
DISCO: Distilling Counterfactuals with Large Language Models
Superseded baseline#98 of 151 most-superseded · first seen Dec 20, 2022
Cited as a baseline — critiqued by newer work, not yet beaten on a benchmark here
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites DISCO as a baseline.
However, unlike , none of these techniques focus on the data movement cost due to speculation. They require access to output probability distributions and are incompatible with approaches like n-gram speculation.
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.
- Nov 3, 2025