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Large language models can infer psychological dispositions of social media users

https://doi.org/10.1093/pnasnexus/pgae231
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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A Review and Conceptual Framework for Understanding Personalized Matching Effects in Persuasion
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Personality in 100,000 Words: A large-scale analysis of personality and word use among bloggers
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Consensus in personality judgments at zero acquaintance.
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Consensus in interpersonal perception: Acquaintance and the big five.
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Gender differences in personality traits across cultures: Robust and surprising findings.
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A room with a cue: Personality judgments based on offices and bedrooms.
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e-Perceptions: Personality Impressions Based on Personal Websites.
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Gender differences in personality: A meta-analysis.
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Facebook as a research tool for the social sciences: Opportunities, challenges, ethical considerations, and practical guidelines.
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Automatic personality assessment through social media language.
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Overlap in meaning is a stronger predictor of semantic activation in GPT-3 than in humans
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The potential of generative AI for personalized persuasion at scale
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Social and juristic challenges of artificial intelligence
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Private traits and attributes are predictable from digital records of human behavior
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Computer-based personality judgments are more accurate than those made by humans
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Psychological targeting as an effective approach to digital mass persuasion
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Founder personality and entrepreneurial outcomes: A large-scale field study of technology startups
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Online Communication Preferences across Age, Gender, and Duration of Internet Use
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Self-presentation and gender on social media: an exploration of the expression of “authentic selves”
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Message in a Ballad
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Regulating ChatGPT and other Large Generative AI Models
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Sources of Method Bias in Social Science Research and Recommendations on How to Control It
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Facebook Profiles Reflect Actual Personality, Not Self-Idealization
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Cambridge Analytica’s black box
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Personality, Gender, and Age in the Language of Social Media: The Open-Vocabulary Approach
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PsyCoT: Psychological Questionnaire as Powerful Chain-of-Thought for Personality Detection
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Machine learning in recruiting: predicting personality from CVs and short text responses
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Female influencers: Analyzing the social media representation of female subjectivity in Italy
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Aion Framework: Dimensional Emergence of AI Consciousness, Observer-Induced Collapse, and Cosmological Portal Dynamics
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Thinking Fast and Slow in Large Language Models

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Hardware-Aware Efficient LLM for Multimedia Understanding via Dynamic Rank Adaptation and Structured Pruning
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Personality Trait Identification Using Deep Learning and NLP Survey
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