mlsanityData to 14 Oct 2026

On Text-based Personality Computing: Challenges and Future Directions

arXiv 2212.06711 ↗First posted 13 Dec 2022cs.CL cs.CYcited by 3

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Abstract (arXiv)

Text-based personality computing (TPC) has gained many research interests in NLP. In this paper, we describe 15 challenges that we consider deserving the attention of the research community. These challenges are organized by the following topics: personality taxonomies, measurement quality, datasets, performance evaluation, modelling choices, as well as ethics and fairness. When addressing each challenge, not only do we combine perspectives from both NLP and social sciences, but also offer concrete suggestions. We hope to inspire more valid and reliable TPC research.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 25 of its 151 references that are in the map. First posted on arXiv 13 Dec 2022.

Builds on

25 of 151 references.

References · 25

  1. 2019A Survey on Bias and Fairness in Machine Learningcited by 1,917
  2. 2020Beyond Accuracy: Behavioral Testing of NLP models with CheckListcited by 1,006
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  4. 2019Measurement and Fairnesscited by 308
  5. 2021Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Modelscited by 76
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  11. 2021Assessing the Reliability of Word Embedding Gender Bias Measurescited by 14
  12. 2021Psycholinguistic Tripartite Graph Network for Personality Detectioncited by 12
13 more
  1. 2022Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Featurescited by 10
  2. 2016A Language-independent and Compositional Model for Personality Trait Recognition from Short Textscited by 9
  3. 201725 Tweets to Know You: A New Model to Predict Personality with Social Mediacited by 9
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  5. 2022Items from Psychometric Tests as Training Data for Personality Profiling Models of Twitter Userscited by 5
  6. 2019Automatic Extraction of Personality from Text: Challenges and Opportunitiescited by 4
  7. 2017Lexical-semantic resources: yet powerful resources for automatic personality classificationcited by 3
  8. 2021Text-based automatic personality prediction: A bibliographic reviewcited by 3
  9. 2022Prompt-based System for Personality and Interpersonal Reactivity Predictioncited by 3
  10. 2020Personal-ITY: A Novel YouTube-based Corpus for Personality Prediction in Italiancited by 2
  11. 2020Matching Theory and Data with Personal-ITY: What a Corpus of Italian YouTube Comments Reveals About Personalitycited by 2
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  13. 2020The Role of Time, Weather and Google Trends in Understanding and Predicting Web Survey Responsecited by 1

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Cited by year

Citing papers per year: 2024: 2; 2025: 1.

3 papers.

  1. 2024Enhancing Textual Personality Detection toward Social Media: Integrating Long-term and Short-term Perspectivescited by 6
  2. 2024Integrating Multi-view Analysis: Multi-view Mixture-of-Expert for Textual Personality Detectioncited by 3
  3. 2025PRISM: A Personality-Driven Multi-Agent Framework for Social Media Simulationcited by 2