TextReg: Mitigating Prompt Distributional Overfitting via Regularized Text-Space Optimization
Regularizes prompt optimization to limit prompt bloat and narrow, sample-specific rules. Combines gradient purification, semantic edit regularization, and regularization-guided updates to improve out-of-distribution generalization.
May 20, 2026