Semantic memory: A review of methods, models, and current challenges

AA Kumar - Psychonomic bulletin & review, 2021 - Springer
Adult semantic memory has been traditionally conceptualized as a relatively static memory
system that consists of knowledge about the world, concepts, and symbols. Considerable …

Closed-and open-vocabulary approaches to text analysis: A review, quantitative comparison, and recommendations.

JC Eichstaedt, ML Kern, DB Yaden… - Psychological …, 2021 - psycnet.apa.org
Technology now makes it possible to understand efficiently and at large scale how people
use language to reveal their everyday thoughts, behaviors, and emotions. Written text has …

Text Analysis for Psychology

B Kennedy, A Ashokkumar, RL Boyd… - Handbook of language …, 2022 - books.google.com
In 1893, the editor of the New York World, John Speed, wanted to see whether newspa-pers
had changed their approach to reporting the news. He suspected that newspapers were …

Cognitive modeling with representations from large-scale digital data

S Bhatia, A Aka - Current Directions in Psychological …, 2022 - journals.sagepub.com
Deep-learning methods can extract high-dimensional feature vectors for objects, concepts,
images, and texts from large-scale digital data sets. These vectors are proxies for the mental …

Transformer networks of human conceptual knowledge.

S Bhatia, R Richie - Psychological review, 2024 - psycnet.apa.org
We present a computational model capable of simulating aspects of human knowledge for
thousands of real-world concepts. Our approach involves a pretrained transformer network …

Exploring variability in risk taking with large language models.

S Bhatia - Journal of Experimental Psychology: General, 2024 - psycnet.apa.org
What are the sources of individual-level differences in risk taking, and how do they depend
on the domain or situation in which the decision is being made? Psychologists currently …

Large language models know how the personality of public figures is perceived by the general public

X Cao, M Kosinski - Scientific Reports, 2024 - nature.com
We show that people's perceptions of public figures' personalities can be accurately
predicted from their names' location in GPT-3's semantic space. We collected Big Five …

Predicting leadership perception with large-scale natural language data

S Bhatia, CY Olivola, N Bhatia, A Ameen - The Leadership Quarterly, 2022 - Elsevier
We present a computational method for predicting, and identifying the correlates of,
leadership perceptions for prominent individuals. Our approach proxies knowledge …

Computational methods for predicting and understanding food judgment

N Gandhi, W Zou, C Meyer, S Bhatia… - Psychological …, 2022 - journals.sagepub.com
People make subjective judgments about the healthiness of different foods every day, and
these judgments in turn influence their food choices and health outcomes. Despite the …

Similarity judgment within and across categories: A comprehensive model comparison

R Richie, S Bhatia - Cognitive science, 2021 - Wiley Online Library
Similarity is one of the most important relations humans perceive, arguably subserving
category learning and categorization, generalization and discrimination, judgment and …