Stylistic Fingerprints Persist in AI Text Despite Evasion Attacks

Even when LLM outputs are manipulated via prompt engineering or detector-guided optimization to evade machine-text detectors, underlying stylistic fingerprints remain detectable. Few-shot detectors operating in stylistic feature space reliably identify AI-generated text even from models fine-tuned to avoid detection.