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We propose a framework for integrating various modern natural language processing (NLP) models to assist researchers with developing valid psychological scales. Transformer‐based deep neural networks offer state‐of‐the‐art performance on various natural language tasks. This project adapts the transformer model GPT‐2 to learn the structure of personality items, and generate the largest openly available...