Evaluating Large Language Model Creativity from a Literary Perspective

November 30, 2023 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Murray Shanahan, Catherine Clarke arXiv ID 2312.03746 Category cs.CL: Computation & Language Cross-listed cs.AI, cs.LG Citations 10 Venue arXiv.org Last Checked 5 months ago
Abstract
This paper assesses the potential for large language models (LLMs) to serve as assistive tools in the creative writing process, by means of a single, in-depth case study. In the course of the study, we develop interactive and multi-voice prompting strategies that interleave background descriptions (scene setting, plot elements), instructions that guide composition, samples of text in the target style, and critical discussion of the given samples. We qualitatively evaluate the results from a literary critical perspective, as well as from the standpoint of computational creativity (a sub-field of artificial intelligence). Our findings lend support to the view that the sophistication of the results that can be achieved with an LLM mirrors the sophistication of the prompting.
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