Explaining Genetic Programming Trees using Large Language Models

Created by W.Langdon from gp-bibliography.bib Revision:1.8187

@Misc{DBLP:journals/corr/abs-2403-03397,

• author = "Paula Maddigan and Andrew Lensen and Bing Xue",
• title = "Explaining Genetic Programming Trees using Large Language Models",
• howpublished = "arXiv",
• volume = "abs/2403.03397",
• year = "2024",
• month = "6 " # mar,
• keywords = "genetic algorithms, genetic programming, Large Language Models, LLM, Explainable AI, XAI, Non-Linear Dimensionality Reduction, ChatGPT, multilingual french/english",
• URL = "https://doi.org/10.48550/arXiv.2403.03397",
• DOI = "doi:10.48550/ARXIV.2403.03397",
• eprinttype = "arXiv",
• eprint = "2403.03397",
• timestamp = "Wed, 03 Apr 2024 01:00:00 +0200",
• biburl = "https://dblp.org/rec/journals/corr/abs-2403-03397.bib",
• bibsource = "dblp computer science bibliography, https://dblp.org",
• size = "17 pages",
• abstract = "Genetic programming (GP) has the potential to generate explainable results, especially when used for dimensionality reduction. In this research, we investigate the potential of leveraging eXplainable AI (XAI) and large language models (LLMs) like ChatGPT to improve the interpretability of GP-based non-linear dimensionality reduction. Our study introduces a novel XAI dashboard named GP4NLDR, the first approach to combine state-of-the-art GP with an LLM-powered chatbot to provide comprehensive, user-centred explanations. We showcase the system's ability to provide intuitive and insightful narratives on high-dimensional data reduction processes through case studies. Our study highlights the importance of prompt engineering in eliciting accurate and pertinent responses from LLMs. We also address important considerations around data privacy, hallucinatory outputs, and the rapid advancements in generative AI. Our findings demonstrate its potential in advancing the explainability of GP algorithms. This opens the door for future research into explaining GP models with LLMs.",
• notes = "Prompt engineering, Data privacy, Hallucinations, Rapid advancements, chatbot",

}

Genetic Programming entries for Paula Maddigan Andrew Lensen Bing Xue

Citations