Glimpse offers a breakthrough solution for detecting AI-generated text by combining the strengths of white-box methods with access to proprietary LLM capabilities.

• Solves a critical limitation where white-box methods were restricted to weaker open-source models
• Creates a synthetic dataset that mimics proprietary model outputs through distillation
• Achieves superior detection accuracy compared to existing approaches
• Provides greater transparency and explainability in AI detection

This research addresses urgent security concerns around misinformation, academic integrity, and intellectual property by improving our ability to accurately distinguish between human and AI-written content across various domains.

Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection