Which LLMs are Difficult to Detect? A Detailed Analysis of Potential Factors Contributing to Difficulties in LLM Text Detection

Which LLMs are Difficult to Detect? A Detailed Analysis of Potential Factors Contributing to Difficulties in LLM Text Detection

2024-10-22
Shantanu Thorat, Tianbao Yang
Summary
Problem
Abstract

The paper investigates the detectability of AI-generated (AIG) texts across various LLM families (Llama, OpenAI, Claude, etc.) and writing domains. By training 92 DistilRoBERTa-based classifiers using the LibAUC library, the authors identify that OpenAI models, particularly when performing "rewriting" tasks, are significantly harder to detect due to their human-like linguistic complexity.

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