Dexin Chen

LLM-as-Critic: Contrastive and Adversarial Strategies for Authentic Text Verification

2025 · Preprints.org

The rapid proliferation of sophisticated large language models (LLMs) has revolutionized content generation but concurrently poses significant challenges for distinguishing human-authored from AI-generated text. Traditional detection methods often struggle with the increasing fluency of LLM …