Example of Sequential Sub-Problem Solving: Environmental Study Duration
In a sequential problem-solving scenario, a problem can be broken down into a logical progression of questions. For example, to determine the duration of an environmental study, one could first ask, 'When did the environmental study start?' and 'When did the environmental study end?'. Based on the answers to these preliminary questions, a final sub-problem, 'What was the duration of the environmental study?', can be solved to derive new information, such as the answer '5 years'.
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Computing Sciences
Foundations of Large Language Models Course
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Example of Sequential Sub-Problem Solving: Environmental Study Duration
A large language model is tasked with solving a multi-step math problem. The overall problem is: 'A customer buys a laptop for $1200. The sales tax is 8%. What is the total cost?'. The model first solves a sub-problem: 'What is the sales tax amount for a $1200 laptop at an 8% tax rate?', and correctly answers '$96'. To solve the next step, which of the following inputs correctly provides the necessary context for the model to calculate the final total cost?
A language model is tasked with solving a multi-step problem. To solve the second sub-problem, it must be provided with the full context of the original problem and the previously solved sub-problem. Arrange the following components into the correct logical sequence to form a complete and effective input prompt for the model.
Constructing a Contextual Prompt for a Language Model
Example of Sequential Sub-Problem Solving: Environmental Study Duration
A problem is being solved in sequential steps. The overall goal is to 'Calculate the total profit from selling 200 widgets.' The first step was to ask, 'What is the revenue from selling 200 widgets if each widget sells for $15?', to which a model answered, 'The revenue is $3000.' Now, to solve the next part of the problem, you need to ask the model, 'What is the total cost of producing 200 widgets if the production cost per widget is $8?'. Which of the following is the most effective and complete prompt to send to the model for this second step?
Constructing a Contextual Prompt for a Multi-Step Problem
Analyzing a Flawed Multi-Step Prompt
Learn After
A user wants to determine the total cost of paint required for a project. Arrange the following sub-problems into the most logical sequence to solve the main problem.
A financial analyst is tasked with calculating the percentage change in a company's revenue from the previous quarter to the current quarter. The analyst has already completed the first step and found the revenue for the previous quarter. What is the most logical next sub-problem to solve in this sequence?
Analyzing a Problem-Solving Sequence