Recent Trends in Deep Learning Based Personality Detection
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Abstract (arXiv)
Recently, the automatic prediction of personality traits has received a lot of attention. Specifically, personality trait prediction from multimodal data has emerged as a hot topic within the field of affective computing. In this paper, we review significant machine learning models which have been employed for personality detection, with an emphasis on deep learning-based methods. This review paper provides an overview of the most popular approaches to automated personality detection, various computational datasets, its industrial applications, and state-of-the-art machine learning models for personality detection with specific focus on multimodal approaches. Personality detection is a very broad and diverse topic: this survey only focuses on computational approaches and leaves out psychological studies on personality detection.
Key facts. Cited by 29 papers in the map (data through 14 Oct 2026). First posted on arXiv 7 Aug 2019.
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Citing papers per year: 2021: 9; 2022: 7; 2023: 3; 2024: 1; 2025: 6; 2026: 3.
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- 2021MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcarecited by 161
- 2022Estimating the Personality of White-Box Language Modelscited by 48
- 2021Levels of explainable artificial intelligence for human-aligned conversational explanationscited by 21
- 2021A Survey on Personality-Aware Recommendation Systemscited by 18
- 2021Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactionscited by 16
- 2022Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detectioncited by 14
- 2021An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future workscited by 13
- 2022Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Featurescited by 10
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Surveycited by 6
- 2024Continuous Output Personality Detection Models via Mixed Strategy Trainingcited by 6
- 2023Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectivescited by 5
- 2025"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understandingcited by 5
17 more
- 2025Pose as a Modality: A Psychology-Inspired Network for Personality Recognition with a New Multimodal Datasetcited by 4
- 2023PsyAttention: Psychological Attention Model for Personality Detectioncited by 3
- 2021Multitask Learning for Emotion and Personality Detectioncited by 2
- 2021Automatic Expansion of Domain-Specific Affective Models for Web Intelligence Applicationscited by 2
- 2021Inferred vs traditional personality assessment: are we predicting the same thing?cited by 2
- 2022Personalized Interventions for Online Moderationcited by 2
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directionscited by 2
- 2025Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactualscited by 2
- 2023Personality Detection and Analysis using Twitter Datacited by 1
- 2026Selective Capability Unlearning in End-to-End Spoken Language Understandingcited by 1
- 2021Using Personality Detection Tools for Software Engineering Research: How Far Can We Go?cited by 0
- 2022Relationship Between Online Harmful Behaviors and Social Network Message Writing Stylecited by 0
- 2022Personality Detection of Applicants And Employees Using K-mode Algorithm And Ocean Modelcited by 0
- 2025Emotion Alignment: Discovering the Gap Between Social Media and Real-World Sentiments in Persian Tweets and Imagescited by 0
- 2025Joint Modeling of Big Five and HEXACO for Multimodal Apparent Personality-trait Recognitioncited by 0
- 2026HyperPersona: A Multi-Level Hypergraph Framework for Text-Based Automatic Personality Predictioncited by 0
- 2026PTEI: Integrating Personality Traits to Enhance Emotional Intelligence in Large Language Modelscited by 0
- 2026PTEI: Integrating Personality Traits to Enhance Emotional Intelligence in Large Language Models11 Jul 2026
- 2026Selective Capability Unlearning in End-to-End Spoken Language Understanding23 Jun 2026
- 2026HyperPersona: A Multi-Level Hypergraph Framework for Text-Based Automatic Personality Prediction17 May 2026
- 2025Joint Modeling of Big Five and HEXACO for Multimodal Apparent Personality-trait Recognition16 Oct 2025
- 2025"Alexa, can you forget me?" Machine Unlearning Benchmark in Spoken Language Understanding21 May 2025
- 2025Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals17 May 2025
- 2025Emotion Alignment: Discovering the Gap Between Social Media and Real-World Sentiments in Persian Tweets and Images14 Apr 2025
- 2025Pose as a Modality: A Psychology-Inspired Network for Personality Recognition with a New Multimodal Dataset17 Mar 2025
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directions3 Mar 2025
- 2024Continuous Output Personality Detection Models via Mixed Strategy Training23 Jun 2024
- 2023PsyAttention: Psychological Attention Model for Personality Detection1 Dec 2023
- 2023Personality Detection and Analysis using Twitter Data11 Sep 2023
17 more
- 2023Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectives25 Jan 2023
- 2022Personality Detection of Applicants And Employees Using K-mode Algorithm And Ocean Model27 Dec 2022
- 2022Relationship Between Online Harmful Behaviors and Social Network Message Writing Style14 Dec 2022
- 2022Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detection3 Dec 2022
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Survey20 Jul 2022
- 2022Personalized Interventions for Online Moderation19 May 2022
- 2022Estimating the Personality of White-Box Language Models25 Apr 2022
- 2022Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Features10 Apr 2022
- 2021MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcare29 Oct 2021
- 2021Using Personality Detection Tools for Software Engineering Research: How Far Can We Go?11 Oct 2021
- 2021Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactions20 Sep 2021
- 2021Levels of explainable artificial intelligence for human-aligned conversational explanations7 Jul 2021
- 2021Inferred vs traditional personality assessment: are we predicting the same thing?17 Mar 2021
- 2021An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future works24 Feb 2021
- 2021Automatic Expansion of Domain-Specific Affective Models for Web Intelligence Applications1 Feb 2021
- 2021A Survey on Personality-Aware Recommendation Systems28 Jan 2021
- 2021Multitask Learning for Emotion and Personality Detection7 Jan 2021
- 2021MentalBERT: Publicly Available Pretrained Language Models for Mental Healthcarecited by 161
- 2022Estimating the Personality of White-Box Language Modelscited by 48
- 2021Levels of explainable artificial intelligence for human-aligned conversational explanationscited by 21
- 2021A Survey on Personality-Aware Recommendation Systemscited by 18
- 2021Dyadformer: A Multi-modal Transformer for Long-Range Modeling of Dyadic Interactionscited by 16
- 2022Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detectioncited by 14
- 2021An overview of artificial intelligence techniques for diagnosis of Schizophrenia based on magnetic resonance imaging modalities: Methods, challenges, and future workscited by 13
- 2022Pushing on Personality Detection from Verbal Behavior: A Transformer Meets Text Contours of Psycholinguistic Featurescited by 10
- 2022Co-Located Human-Human Interaction Analysis using Nonverbal Cues: A Surveycited by 6
- 2024Continuous Output Personality Detection Models via Mixed Strategy Trainingcited by 6
- 2023Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectivescited by 5
- 2025Pose as a Modality: A Psychology-Inspired Network for Personality Recognition with a New Multimodal Datasetcited by 4
12 most cited of 27 All 27 (JSON)
- 2026PTEI: Integrating Personality Traits to Enhance Emotional Intelligence in Large Language Models11 Jul 2026
- 2026HyperPersona: A Multi-Level Hypergraph Framework for Text-Based Automatic Personality Prediction17 May 2026
- 2025Joint Modeling of Big Five and HEXACO for Multimodal Apparent Personality-trait Recognition16 Oct 2025
- 2025Behind the Screens: Uncovering Bias in AI-Driven Video Interview Assessments Using Counterfactuals17 May 2025
- 2025Emotion Alignment: Discovering the Gap Between Social Media and Real-World Sentiments in Persian Tweets and Images14 Apr 2025
- 2025Pose as a Modality: A Psychology-Inspired Network for Personality Recognition with a New Multimodal Dataset17 Mar 2025
- 2025Twenty Years of Personality Computing: Threats, Challenges and Future Directions3 Mar 2025
- 2024Continuous Output Personality Detection Models via Mixed Strategy Training23 Jun 2024
- 2023PsyAttention: Psychological Attention Model for Personality Detection1 Dec 2023
- 2023Personality Detection and Analysis using Twitter Data11 Sep 2023
- 2023Fillers in Spoken Language Understanding: Computational and Psycholinguistic Perspectives25 Jan 2023
- 2022Personality Detection of Applicants And Employees Using K-mode Algorithm And Ocean Model27 Dec 2022
12 newest of 27 All 27 (JSON)