mlsanityData to 7 Oct 2026

Text-based automatic personality prediction: A bibliographic review

arXiv 2110.01186 ↗First posted 4 Oct 2021cs.CL cs.AIcited by 3

Not on the map. Why?

Abstract (arXiv)

Personality detection is an old topic in psychology and Automatic Personality Prediction (or Perception) (APP) is the automated (computationally) forecasting of the personality on different types of human generated/exchanged contents (such as text, speech, image, video). The principal objective of this study is to offer a shallow (overall) review of natural language processing approaches on APP since 2010. With the advent of deep learning and following it transfer-learning and pre-trained model in NLP, APP research area has been a hot topic, so in this review, methods are categorized into three; pre-trained independent, pre-trained model based, multimodal approaches. Also, to achieve a comprehensive comparison, reported results are informed by datasets.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 19 of its 102 references that are in the map. First posted on arXiv 4 Oct 2021.

Builds on

19 of 102 references.

References · 19

  1. 2017Attention Is All You Needcited by 59,932
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  3. 2019RoBERTa: A Robustly Optimized BERT Pretraining Approachcited by 13,266
  4. 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,346
  5. 2019DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lightercited by 4,243
  6. 2013Distributed Representations of Words and Phrases and their Compositionalitycited by 3,462
  7. 2019ALBERT: A Lite BERT for Self-supervised Learning of Language Representationscited by 2,772
  8. 2016Enriching Word Vectors with Subword Informationcited by 1,578
  9. 2014Convolutional Neural Networks for Sentence Classificationcited by 1,124
  10. 2013Crowdsourcing a Word-Emotion Association Lexiconcited by 193
  11. 2020Deep Learning Based Text Classification: A Comprehensive Reviewcited by 140
  12. 2019Automatic Text-based Personality Recognition on Monologues and Multiparty Dialogues Using Attentive Networks and Contextual Embeddingscited by 31
7 more
  1. 2020Personality Trait Detection Using Bagged SVM over BERT Word Embedding Ensemblescited by 20
  2. 2020Automatic Personality Prediction; an Enhanced Method Using Ensemble Modelingcited by 12
  3. 2016A Language-independent and Compositional Model for Personality Trait Recognition from Short Textscited by 9
  4. 201725 Tweets to Know You: A New Model to Predict Personality with Social Mediacited by 9
  5. 2019Multimodal Video-based Apparent Personality Recognition Using Long Short-Term Memory and Convolutional Neural Networkscited by 7
  6. 2013Using Nuances of Emotion to Identify Personalitycited by 6
  7. 2016Visual BFI: an Exploratory Study for Image-based Personality Testcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2022: 2; 2023: 0; 2024: 0; 2025: 0; 2026: 1.

3 papers.

  1. 2022Text-Based Automatic Personality Prediction Using KGrAt-Net; A Knowledge Graph Attention Network Classifiercited by 8
  2. 2022On Text-based Personality Computing: Challenges and Future Directionscited by 3
  3. 2026HyperPersona: A Multi-Level Hypergraph Framework for Text-Based Automatic Personality Predictioncited by 0