Simplifying Task Descriptions by Deletion

Simplifying Task Descriptions by Paraphrasing

Using LLMs for Prompt Simplification

Example of a Detailed Task Description for a Healthcare and Finance QA Model

A developer is trying to make their instructions for a language model more efficient. Below is their original set of instructions. Which of the following revisions best simplifies the text while preserving all the essential constraints and the core intent of the original request?

Original Instructions: "I would be very grateful if you could please function as an expert travel planner. Your task is to create a comprehensive and detailed seven-day travel itinerary for a family of four, which includes two adults and two teenagers, who will be visiting the city of Paris for the very first time. It is important that the itinerary focuses on their interests in art, history, and food. Additionally, please make sure to incorporate some engaging and fun activities that would appeal specifically to the teenagers in the group."

Analyzing a Failed Prompt Simplification

Text Simplification as a Sequence-to-Sequence Task

Heuristic-Based Deletion for Prompt Simplification

Applying Prompt Simplification