Detecting AI-Generated Text
A novel contrastive learning approach for identifying LLM outputs
WhosAI is a triplet-network framework that effectively distinguishes between human and AI-authored content, addressing growing concerns about synthetic text detection.
Key Findings:
- Uses contrastive learning to compare text samples and identify AI-generated content
- Employs a triplet-network architecture that outperforms traditional classification methods
- Capable of not only detecting AI text but also attributing which specific LLM generated it
- Provides a security solution for identifying potential misinformation or fraudulent content
This research is critical for security professionals as AI-generated text becomes increasingly sophisticated and prevalent, creating new challenges for content verification and authentication.