Predicting Big Five Traits: ML vs Transformer Models

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This research explores personality trait prediction utilising social media comments, emphasising the OCEAN model. It examines machine learning and transformer models, with Ridge Regression implemented for analysis. Background studies highlight the significance of Big Five traits and associated challenges in predictors. The methodology utilises the PANDORA dataset, employing Ridge Regression and BERT models, with R² and RMSE as evaluation metrics. Key findings reveal difficulties in trait...