Method Drift›Speculative decoding
Superseded baseline#69 of 151 most-superseded
CORAL
CoRAL: a Context-aware Croatian Abusive Language DatasetSpeculative decoding · first seen Nov 11, 2022
superseded — cited as a baseline and beaten by newer methods
2 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites CORAL as a baseline.
“CORAL... does not explicitly construct a context-specific active vocabulary or perform online draft-target alignment under domain shifts.”
— EvoSpec: Evolving Speculative Decoding via Real-Time Vocabulary and Parameter AdaptationTarget“The latter can become a noticeable bottleneck on GPUs because it involves such operations as global ranking, partial sorting, irregular indexing and gathering a context-dependent subset of weights, which are less efficient than dense matrix multiplication.”
— SlimSpec: Low-Rank Draft LM-Head for Accelerated Speculative Decoding
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 11, 2026
- EvoSpecEvoSpec: Evolving Speculative Decoding via Real-Time Vocabulary and Parameter AdaptationTargetApr 17, 2026
- Apr 8, 2026