  This research paper discusses the advances made in the past decade in
biomedicine and Large Language Models. To understand how the advances have been
made hand-in-hand with one another, the paper also discusses the integration of
Natural Language Processing techniques and tools into biomedicine. Finally, the
goal of this paper is to expand on a survey conducted last year (2023) by
introducing a new list of questions and prompts for the top two language
models. Through this survey, this paper seeks to quantify the improvement made
in the reasoning abilities in LLMs and to what extent those improvements are
felt by the average user. Additionally, this paper seeks to extend research on
retrieval of biological literature by prompting the LLM to answer open-ended
questions in great depth.
