Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#903 of 1,113 most-superseded
raw gradient norm
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superseded — cited as a baseline and beaten by newer methods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 raw gradient norm as a baseline.
“Raw gradient norm has been proposed as a layer-selection signal liu2025efficient, but can be noisy zhang23”
— Understanding and Guiding Layer Placement 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Recent methods in the same sub-problem, not yet superseded in the knowledge base.