PANDORA Talks: Personality and Demographics on Reddit

Autor:	Gjurković, Matej, Karan, Mladen, Vukojević, Iva, Bošnjak, Mihaela, Šnajder, Jan
Rok vydání:	2020
Předmět:	Computer Science - Computation and Language Computer Science - Computers and Society Computer Science - Social and Information Networks
Druh dokumentu:	Working Paper
Popis:	Personality and demographics are important variables in social sciences, while in NLP they can aid in interpretability and removal of societal biases. However, datasets with both personality and demographic labels are scarce. To address this, we present PANDORA, the first large-scale dataset of Reddit comments labeled with three personality models (including the well-established Big 5 model) and demographics (age, gender, and location) for more than 10k users. We showcase the usefulness of this dataset on three experiments, where we leverage the more readily available data from other personality models to predict the Big 5 traits, analyze gender classification biases arising from psycho-demographic variables, and carry out a confirmatory and exploratory analysis based on psychological theories. Finally, we present benchmark prediction models for all personality and demographic variables. Comment: Proceedings of the Ninth International Workshop on Natural Language Processing for Social Media, NAACL 2021, https://www.aclweb.org/anthology/2021.socialnlp-1.12
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2004.04460 Zobrazit plný text záznamu View this record from Arxiv