Sebastian Raschka 2/1/2023

What Are the Different Approaches for Detecting Content Generated by LLMs Such As ChatGPT? And How Do They Work and Differ?

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This article details four primary approaches for identifying content generated by large language models like ChatGPT. It covers OpenAI's AI Classifier (a fine-tuned GPT model), DetectGPT (using log-probability perturbation), GPTZero (based on perplexity), and watermarking. For each method, it explains the core technical principle, provides a brief overview of how it works, and discusses key limitations and practical considerations.

What Are the Different Approaches for Detecting Content Generated by LLMs Such As ChatGPT? And How Do They Work and Differ?

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