Unleashing the potential of prompt engineering in Large Language Models: a comprehensive review

This paper delves into the pivotal role of prompt engineering in unleashing the capabilities of Large Language Models (LLMs). Prompt engineering is the process of structuring input text for LLMs and is a technique integral to optimizing the efficacy of LLMs. This survey elucidates foundational principles of prompt engineering, such as role-prompting, one-shot, and few-shot prompting, as well as more advanced methodologies such as the chain-of-thought and tree-of-thoughts prompting. The paper sheds light on how external assistance in the form of plugins can assist in this task, and reduce machine hallucination by retrieving external knowledge. We subsequently delineate prospective directions in prompt engineering research, emphasizing the need for a deeper understanding of structures and the role of agents in Artificial Intelligence-Generated Content (AIGC) tools. We discuss how to assess the efficacy of prompt methods from different perspectives and using different methods. Finally, we gather information about the application of prompt engineering in such fields as education and programming, showing its transformative potential. This comprehensive survey aims to serve as a friendly guide for anyone venturing through the big world of LLMs and prompt engineering

The Write Stuff - Summer 2016 (Vol. 13, No. 3)

Tips for writing a journal submission cover letter New biosketch instructions and samples provided by the NIH Tips for shortening grant proposals through document and text formatting Fall schedule for the Research Medical Library webinar program Unusual terms used in scientific writing and publishing: Structured and unstructured abstractshttps://openworks.mdanderson.org/writestuff_2016/1002/thumbnail.jp

How educators and parents can collaborate to improve student reading fluency

In this project, fluency practices are defined and explored in relation to an elementary school setting that is partnering with parents on how to promote fluency practices in the home. The Literature Review describes the importance of fluency instruction, how fluency instruction supports literacy instruction, and finally how educators and parents can begin partnering to provide literacy practices in the home. Following the literature review, there is a professional development plan that lays out the key components of collaborating with parents to implement fluency practices in the home