Learn Before
Heuristic-Based Deletion for Prompt Simplification
One approach to prompt simplification is to apply heuristics to identify and remove redundant words or tokens. This method involves evaluating the contribution of each token to the overall meaning of the prompt and eliminating those that provide minimal informational value, thereby making the prompt more concise without losing essential information.
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Ch.4 Alignment - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Ch.3 Prompting - Foundations of Large Language Models
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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
Learn After
An engineer is using a rule-based method to automatically shorten a user's text input. The goal is to remove words that add descriptive color but are not essential to the core instruction. Given the original text below, which of the revised versions best demonstrates the application of a rule designed specifically to delete adjectives and adverbs?
Original Text: "Can you please write a very detailed and comprehensive report about the primary economic factors that influenced the incredibly rapid growth of the tech industry in the last decade?"
Evaluating Heuristic-Based Simplification Outcomes
Analyzing the Failure of a Simplification Heuristic