Parameter-efficient fine-tuning (LoRA family)
MaPLe
MaPLe: Multi-modal Prompt Learning
Superseded baseline#317 of 1,113 most-superseded · first seen Oct 6, 2022
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating MaPLe. Values are copied from the source paper's tables — verify against the cited paper.
ACE-LoRA beats MaPLe
49.80 vs 45.90
Accuracy · [Zero-shot classification (Radiology)]
ACE-LoRA: Graph-Attentive Context Enhancement for Parameter-Efficient Adaptation of Medical Vision-Language Models
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.