Parameter-efficient fine-tuning (LoRA family)
Cited as a baseline — critiqued by newer work, not yet beaten on a benchmark here
1 papers critique it · 0 beat it on benchmarks
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
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.