Naslov
You Are What You Talk About: Inducing Evaluative Topics for Personality Analysis

Autori
Jukić, Josip ; Vukojević, Iva ; Šnajder, Jan

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Findings of the Association for Computational Linguistics: EMNLP 2022 / - , 2022, 3986-3999

Skup
The 2022 Conference on Empirical Methods in Natural Language Processing

Mjesto i datum
Abu Dhabi, Ujedinjeni Arapski Emirati, 07.12.2022. - 11.12.2022

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
evaluative topics ; personality ; Reddit ; topic modelling ; canonical correlation

Sažetak
Expressing attitude or stance toward entities and concepts is an integral part of human behavior and personality. Recently, evaluative language data has become more accessible with social media’s rapid growth, enabling large-scale opinion analysis. However, surprisingly little research examines the relationship between personality and evaluative language. To bridge this gap, we introduce the notion of evaluative topics, obtained by applying topic models to pre-filtered evaluative text from social media. We then link evaluative topics to individual text authors to build their evaluative profiles. We apply evaluative profiling to Reddit comments labeled with personality scores and conduct an exploratory study on the relationship between evaluative topics and Big Five personality facets, aiming for a more interpretable, facet-level analysis. Finally, we validate our approach by observing correlations consistent with prior research in personality psychology

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo, Psihologija

POVEZANOST RADA