Taner Tuncer

Analysis of the Recall Crisis and Semantic Robustness of Llm Detectors Under Hierarchical Deep Adversarial Rewriting Attacks

Current LLM detectors remain vulnerable to adversarial attacks because they focus on superficial statistics of the text. In this study, the robustness of state-of-the-art (SOTA) models was tested on a hierarchical attack dataset of 24,000 examples generated using T5, BART, and PEGASUS, based on the PAN 2025 dataset. An...