CLAug 28, 2024

Is Personality Prediction Possible Based on Reddit Comments?

arXiv:2408.16089v11 citationsh-index: 1
Originality Synthesis-oriented
AI Analysis

This addresses personality prediction for social media users, but it is incremental as it applies existing methods to a new dataset.

The study tackled the problem of predicting personality types from Reddit comments using MBTI labels and BERT-based classifiers, finding potential in classification despite dataset issues.

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.

Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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