Using Nuances of Emotion to Identify Personality
Table 1: Macro-averaged F1-score of automatic essay classification into the big five dimensions of personality. All improvements over MB that were statistically significant are shown in bold.
['[EMPTY]', 'EXT', 'NEU', 'AGR', 'CON', 'OPN']
Upon classification, the results were compared with the gold labels of yes or no for each of the five personality dimension to determine precision, recall, and F1-score. We also present the results for a simple baseline classifier that always predicts the majority class.