Example of Prompting and Answering the First Sub-Problem in a Sequence
To initiate a sequential problem-solving process, the first sub-problem is presented to a Large Language Model along with the original context. For instance, given the context 'The environmental study conducted from 2015 to 2020 revealed that the average temperature in the region increased by 2.3 degrees Celsius,' the first sub-problem is posed as 'Q: When did the environmental study start?'. The model then generates the answer, 'A: The environmental study started in 2015.' This initial question-answer pair forms the basis for solving subsequent sub-problems.
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
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A system is designed to solve a complex task by breaking it down into a sequence of sub-problems. For every sub-problem after the first, the language model is given the new sub-problem along with the complete history of all previously answered sub-problems and their corresponding answers. Based on this design, which approach correctly handles the submission of the very first sub-problem to the model?
Example of Prompting and Answering the First Sub-Problem in a Sequence
A developer is creating a system that breaks down a complex query into a series of smaller, sequential questions for a language model. The system is designed to provide the model with the full history of previous questions and answers to maintain context for each new question. However, the system consistently fails to get a correct answer for the very first question in the sequence. Which of the following is the most likely cause of this initial failure?
Analyzing a Sequential Prompting Process
Learn After
A user wants to use a language model to determine the total cost of a business trip that includes flights from New York to London, and then from London to Tokyo. To solve this complex problem by breaking it down into a sequence of smaller steps, which of the following would be the most effective initial question to ask the model?
Formulating an Initial Query
Initiating a Sequential Query