Author

X. Deng

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Preprint Aug 2026

When Semantics Saturate or Emerge: Adaptation-Conditional Semantic Utility in Source-Free Cross-Domain Few-Shot Learning

It is established that zero-shot prompt quality is an incomplete proxy for adaptation-anchor quality and motivate evaluating language on both sides of the adaptation boundary.

Wei Liu, Xing Deng, Hai-Jian Shao · 0 citations