基于Reddit评论的个性预测是否可能?
Is Personality Prediction Possible Based on Reddit Comments?
AI总结:
本研究聚合标注MBTI的Reddit评论数据集,基于BERT构建监督分类器预测作者性格,发现尽管数据集存在未过滤问题,分类仍具潜力。
摘要:
在本作业中,我们研究一个人的性格类型与其所写文本之间是否存在相关性。为此,我们聚合了标注有作者迈尔斯-布里格斯类型指标(MBTI)的Reddit评论数据集,并基于BERT构建了不同的监督分类器,试图根据给定文本预测作者的性格。尽管在数据集未过滤特性方面遇到了问题,我们仍能观察到分类的潜力。
英文摘要:
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.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。