Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#381 of 1,113 most-superseded
SWAG
SWAG: A Large-Scale Adversarial Dataset for Grounded Commonsense InferenceParameter-efficient fine-tuning (LoRA family) · first seen Aug 16, 2018
superseded — cited as a baseline and beaten by newer methods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 SWAG. Values are copied from the source paper's tables — verify against the cited paper.
- Variational Low-Rank Adaptation Using IVON
IVON@mean beats SWAG · Accuracy (ACC) [All datasets]
78.9 vs 77.2