Zero-shot prompt rankings do not predict post-adaptation usefulness: detailed descriptions saturate on EuroSAT and CropDisease but emerge on ISIC and ChestX.
Low-rank few-shot adaptation of vision- language models,
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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.