Papers by German Magai
Robust AI-Generated Text Detection by Restricted Embeddings (2024.findings-emnlp)
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Kristian Kuznetsov, Eduard Tulchinskii, Laida Kushnareva, German Magai, Serguei Barannikov, Sergey Nikolenko, Irina Piontkovskaya
| Challenge: | Existing approaches for artificial text detection are score-based and classifier-based . however, score-driven methods often rely on a score-derived score. |
| Approach: | They investigate the ability of classifier-based detectors to transfer to unseen generators or semantic domains. |
| Outcome: | The proposed methods improve the out-of-distribution classification score by up to 9% and 14%. |