Test Design and Structure for Assessing Humans and LLMs’ Linguistic Creativity Cover Image

Test Design and Structure for Assessing Humans and LLMs’ Linguistic Creativity
Test Design and Structure for Assessing Humans and LLMs’ Linguistic Creativity

Author(s): Anca Dinu, Andra-Maria Florescu, Alina Resceanu
Subject(s): Language and Literature Studies, Theoretical Linguistics, Comparative Linguistics
Published by: Editura Universitaria Craiova
Keywords: linguistic creativity; Large Language Models (LLMs); human-machine comparison;

Summary/Abstract: In this paper, we describe the design and the methodological framework of a Language Creativity Test (LCT), whose aim is to assess linguistic creativity across humans and Large Language Models (LLMs). Based on recent research on human and computational creativity, this LCT evaluates the capacity to generate novel, meaningful, and contextually appropriate language. For human participants, the test measures imaginative linguistic performance, including metaphor generation, neologism creation, and flexible word use, which are considered key indicators of divergent thinking and linguistic fluency. For LLMs, the same tasks serve to determine their creative language generation and test the extent to which they go beyond learned patterns to produce original expressions. Thus, the LCT described here enables direct comparison of creative language use between biological and artificial systems, offering insights into how creativity manifests across different types of intelligence.

  • Issue Year: 2025
  • Issue No: 1-2
  • Page Range: 62-74
  • Page Count: 13
  • Language: English
Toggle Accessibility Mode