Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#671 of 1,113 most-superseded
greedy layer selection (kaplun2023less)
Parameter-efficient fine-tuning (LoRA family)
superseded — cited as a baseline and beaten by newer methods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 greedy layer selection (kaplun2023less) as a baseline.
“demanding considerable computational resources and time for initiation”
— Layer-wise Importance Matters: Less Memory for Better Performance in Parameter-efficient Fine-tuning of Large Language Models
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.