mlsanityData to 7 Oct 2026

Myers-Briggs Personality Classification and Personality-Specific Language Generation Using Pre-trained Language Models

arXiv 1907.06333 ↗First posted 15 Jul 2019cs.LG stat.MLcited by 20

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Abstract (arXiv)

The Myers-Briggs Type Indicator (MBTI) is a popular personality metric that uses four dichotomies as indicators of personality traits. This paper examines the use of pre-trained language models to predict MBTI personality types based on scraped labeled texts. The proposed model reaches an accuracy of 0.47 for correctly predicting all 4 types and 0.86 for correctly predicting at least 2 types. Furthermore, we investigate the possible uses of a fine-tuned BERT model for personality-specific language generation. This is a task essential for both modern psychology and for intelligent empathetic systems.

Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 15 Jul 2019.

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Citing papers per year: 2021: 3; 2022: 3; 2023: 3; 2024: 4; 2025: 5; 2026: 2.

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  1. 2022An Overview of Affective Speech Synthesis and Conversion in the Deep Learning Eracited by 32
  2. 2023Editing Personality for Large Language Modelscited by 22
  3. 2024LLMvsSmall Model? Large Language Model Based Text Augmentation Enhanced Personality Detection Modelcited by 21
  4. 2022Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detectioncited by 14
  5. 2021Psycholinguistic Tripartite Graph Network for Personality Detectioncited by 12
  6. 2024Enhancing Textual Personality Detection toward Social Media: Integrating Long-term and Short-term Perspectivescited by 6
  7. 2025Less but Better: Parameter-Efficient Fine-Tuning of Large Language Models for Personality Detectioncited by 6
  8. 2025LL4G: Self-Supervised Dynamic Optimization for Graph-Based Personality Detectioncited by 5
  9. 2024Integrating Multi-view Analysis: Multi-view Mixture-of-Expert for Textual Personality Detectioncited by 3
  10. 2021Exploring Personality and Online Social Engagement: An Investigation of MBTI Users on Twittercited by 1
  11. 2022Myers-Briggs personality classification from social media text using pre-trained language modelscited by 1
  12. 2023Personality Profiling: How informative are social media profiles in predicting personal information?cited by 1
8 more
  1. 2023An Attention-Based Denoising Framework for Personality Detection in Social Media Textscited by 1
  2. 2025HIPPD: Brain-Inspired Hierarchical Information Processing for Personality Detectioncited by 1
  3. 2021Extending the Abstraction of Personality Types based on MBTI with Machine Learning and Natural Language Processingcited by 0
  4. 2024Is Personality Prediction Possible Based on Reddit Comments?cited by 0
  5. 2025Cognitive Alignment in Personality Reasoning: Leveraging Prototype Theory for MBTI Inferencecited by 0
  6. 2025Ask, Answer, and Detect: Role-Playing LLMs for Personality Detection with Question-Conditioned Mixture-of-Expertscited by 0
  7. 2026From Classification to Ranking: Enhancing LLM Reasoning Capabilities for MBTI Personality Detectioncited by 0
  8. 2026Do Personality-Tuned LLMs Make Better Social Agents?cited by 0