Is Personality Prediction Possible Based on Reddit Comments?

Fuente: arXiv
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Autores principales: Deimann, Robert, Preidt, Till, Roy, Shaptarshi, Stanicki, Jan
Formato: Preprint
Publicado: 2024
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author Deimann, Robert
Preidt, Till
Roy, Shaptarshi
Stanicki, Jan
author_facet Deimann, Robert
Preidt, Till
Roy, Shaptarshi
Stanicki, Jan
contents In this assignment, we examine whether there is a correlation between the personality type of a person and the texts they wrote. In order to do this, we aggregated datasets of Reddit comments labeled with the Myers-Briggs Type Indicator (MBTI) of the author and built different supervised classifiers based on BERT to try to predict the personality of an author given a text. Despite experiencing issues with the unfiltered character of the dataset, we can observe potential in the classification.
format Preprint
id arxiv_https___arxiv_org_abs_2408_16089
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Is Personality Prediction Possible Based on Reddit Comments?
Deimann, Robert
Preidt, Till
Roy, Shaptarshi
Stanicki, Jan
Computation and Language
In this assignment, we examine whether there is a correlation between the personality type of a person and the texts they wrote. In order to do this, we aggregated datasets of Reddit comments labeled with the Myers-Briggs Type Indicator (MBTI) of the author and built different supervised classifiers based on BERT to try to predict the personality of an author given a text. Despite experiencing issues with the unfiltered character of the dataset, we can observe potential in the classification.
title Is Personality Prediction Possible Based on Reddit Comments?
topic Computation and Language
url https://arxiv.org/abs/2408.16089