APE: Selective Fine-tuning with Acceptance Criteria for Language Model Adaptation.

arXiv:2505.19912v3 Announce Type: replace-cross Abstract: We present Adjacent Possible Exploration (APE), a selective fine-tuning method for adapting large language models that systematically explores parameter modifications while maintaining model stability.