Inefficiency of Long Prompts in Repetitive Tasks

Discrete Prompts (Hard Prompts)

A software developer is building an application to categorize thousands of user feedback messages per day. For each message, the system sends a large language model the same complex, multi-sentence instruction that defines the categories and provides examples, followed by the user's message. Based on the inherent structure of this interaction method, what is the most significant underlying problem with this design?

Evaluating a Novel Prompting Method

A key challenge in using natural language to guide large models is that the instructions can be problematic. Match each distinct type of problem with its corresponding description.

Analyzing the Core Challenges of Natural Language Instructions for AI Models