Example of an Instructional Prompt in a Few-Shot Setting for Sub-Problem Decomposition

Example of LLM Generating Sub-Problems for a Duration Question

A developer is using a large language model to solve a complex, multi-step reasoning problem. The goal is for the model to first break the problem down into a sequence of simpler sub-problems and then solve them in order. The developer provides the model with the complex problem and the simple instruction: 'Here is a problem. Solve it.' The model attempts to answer directly but fails. Which of the following best explains why the model failed to break the problem down as intended?

Sequential Sub-Problem Solving with Contextual QA Pairs

A developer wants to guide a Large Language Model to break down a complex problem into simpler sub-problems. Arrange the following components into the most effective and logical sequence for a one-shot prompt to accomplish this task.

Guiding an LLM for Problem Decomposition

Formula for Least-to-Most Sub-Problem Generation