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Author

O. Gorokhovatskyi

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Open access Jul 2026

PERPLEXITY-BASED AI-GENERATED TEXT CLASSIFICATION IN UKRAINIAN USING SMALL LANGUAGE MODELS

The comparative analysis with a traditional NLP-based discriminative neural network model revealed that direct text piece classification outperforms perplexity-based methods, although the latter still demonstrate practical utility.

O. Gorokhovatskyi · 0 citations

Problems of identification in information systems

The comparative analysis with a traditional NLP-based discriminative neural network model revealed that direct text piece classification outperforms perplexity-based methods, although the latter still demonstrate practical utility.

O. Gorokhovatskyi · 0 citations

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