The Significant Impact of Prompts on the Accuracy of Zero-Shot Detectors for AI-Generated Text
The presence or absence of prompts used to generate text significantly impacts the accuracy of likelihood-based zero-shot detectors, with white-box detection (using prompts) demonstrating a substantial increase in AUC compared to black-box detection (without prompts).