Zero-shot prompt rankings do not predict post-adaptation usefulness: detailed descriptions saturate on EuroSAT and CropDisease but emerge on ISIC and ChestX.
A broader study of cross-domain few-shot learning,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
dataset 1
citation-polarity summary
fields
cs.CV 1years
2026 1verdicts
CONDITIONAL 1roles
dataset 1polarities
use dataset 1representative citing papers
citing papers explorer
-
When Semantics Saturate or Emerge: Adaptation-Conditional Semantic Utility in Source-Free Cross-Domain Few-Shot Learning
Zero-shot prompt rankings do not predict post-adaptation usefulness: detailed descriptions saturate on EuroSAT and CropDisease but emerge on ISIC and ChestX.