Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#957 of 1,113 most-superseded
Sequential adapters
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superseded — cited as a baseline and beaten by newer methods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 Sequential adapters as a baseline.
“Sequential adapters incur roughly 4–6% slowdown relative to full fine-tuning, which compounds in multi-task settings”
— 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Recent methods in the same sub-problem, not yet superseded in the knowledge base.