Where Divergent Ideas Converge
Answers to AUT Found on Short List of Word Co-Occurrences Terms
Bibliographic Data
| ID | 21612005 |
|---|---|
| Authors | Ariel Klein (Universitat Pompeu Fabra, corresponding author), Toni Badia (0000-0002-9429-5940, Universitat Pompeu Fabra) |
| Year | 2024 |
| Volume | 36 |
| Issue | 1 |
| Pages | 138-154 |
| Publication date | 2024-01-02 |
| Peer Reviewed | Yes |
| Open Access | No |
| Type | ARTICLE |
| Venue | Creativity Research Journal (JOURNAL) |
| Journal identifiers | ISSN: 1040-0419 • E-ISSN: 1532-6934 |
| Publisher | Informa UK Limited (PUBLISHER • GB) |
| DOI | 10.1080/10400419.2022.2103314 |
| OpenAlex | W4292249676 |
| Language | EN |
| References cited | 68 |
Divergent thinking (DT) is a fundamental part of creative ideation. Understanding its role in cognition and its attainment through language technology can provide the scaffolding to enhance creative endeavors. This study is a proof of concept on the automatic generation of keyword responses as found on the AUT (Alternative Uses Task), a test commonly used to measure DT. Within a psychometric perspective, we propose a frequency-based simple word co-occurrence method called Co-OBM (co-occurrence-based method). Drawing from Natural Language Processing (NLP) we choose the adequate parameter settings for this task, including part-of-speech tagging (POS), word form, association measure, minimum occurrence in corpus and window size. Through our experiments, we show how most of the popular responses to AUT can be identified in a short word co-occurrence list, together with some of the least frequent, and usually more creative, responses, how this outcome is not random but based on linguistic patterns (Experiment 1); and how Co-OBM output can enhance the performance of subjects’ AUT responses (Experiment 2). This is relevant since word co-occurrence is at the core of current language models. Our work aims to reflect and provide technical and empirical foundations for the development of distributional language models for creative purposes
Cognition · Cognitive psychology · Cognitive science · Creativity · Ideation · Linguistics · Natural language processing · Word Association · Advanced Text Analysis Techniques · Computer Science · Creativity in Education and Neuroscience · Psychology · Social Psychology · Topic Modeling · Artificial Intelligence
Enriching Word Vectors with Subword Information
Divergent thinking
Scoring divergent thinking tests
Corpora and collocations
Creativity
A solution to Plato's problem
What should people be told when they take a divergent thinking test? A meta-analytic review of explicit instructions for divergent thinking
What did we learn from forty years of research on semantic interference? A Bayesian meta-analysis
A lexico-syntactic analysis of antonym co-occurrence in spoken English
A Probabilistic Account of Logical Metonymy
Dependency-Based Construction of Semantic Space Models
Evaluating WordNet-based Measures of Lexical Semantic Relatedness
Divergent thinking
Taxonomic and thematic semantic systems
The structure of intellect
Co-Occurrence and Transformation in Linguistic Structure
| Citation velocity | historical |
|---|---|
| Highly cited | No |