Example of a Prompt for Calculating the Average of 1, 3, 5, and 7

Insufficiency of Simple Demonstrations for LLM Reasoning Tasks

A user wants a language model to extract the main sentiment from a sentence and express it as a single emoji. The initial prompt, 'What is the sentiment of this sentence, as an emoji: The movie was a spectacular triumph!', results in the model responding with text like 'The sentiment is positive.' Which of the following revised prompts is structured to be the most effective at teaching the model the desired task?

Improving LLM Classification Consistency

Crafting an Effective Prompt with Demonstrations

Example of a Few-Shot Prompt for Polarity Classification