Parameter-efficient fine-tuning (LoRA family)
Superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 2 beat it on benchmarks
Head-to-head results where a newer method reports beating TaskRes. Values are copied from the source paper's tables — verify against the cited paper.
ACE-LoRA beats TaskRes
49.80 vs 36.50
Accuracy · [Zero-shot classification (Radiology)]
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.