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Formal Representation of a Solution as a Sequence of Reasoning Steps
Given an input problem , an output solution can be formally represented as an ordered sequence of reasoning steps. This is mathematically defined as , where represents the -th reasoning step, and the final step contains the ultimate answer to the problem.
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Ch.5 Inference - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
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Formula for Sequential Sub-Problem Solving
Example of a Complex Number Arithmetic Problem
A system is tasked with solving the following logic puzzle: 'A bakery started with 15 donuts. They sold one-third of them in the morning and then baked 6 more. How many donuts do they have now?' The system considers two distinct methods to find the answer.
Method A:
- Generate a list of plausible final answers: {12, 14, 16, 18}.
- For each plausible answer, check if it can be reached from the starting conditions. For '16', the check is: (15 - 15/3) + 6 = (15 - 5) + 6 = 10 + 6 = 16. This is consistent.
- Select 16 as the final answer.
Method B:
- Calculate the number of donuts sold: 15 / 3 = 5.
- Calculate the number of donuts remaining after sales: 15 - 5 = 10.
- Calculate the new total after baking more: 10 + 6 = 16.
- State 16 as the final answer.
Which of these methods best illustrates the concept of forming a logical chain of intermediate steps that progresses from the initial problem to the final solution?
A system is tasked with solving the following problem: 'A company's profit was $50,000 in the first quarter. In the second quarter, it increased by 20%. In the third quarter, it decreased by $10,000 from the second quarter's profit. What was the profit in the third quarter?' Arrange the following actions into a logical, step-by-step reasoning path to arrive at the correct solution.
Constructing a Reasoning Path for a Word Problem
Formal Representation of a Solution as a Sequence of Reasoning Steps
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A problem is presented: 'A library starts the month with 500 books. It lends out 120 books and then acquires 75 new books. How many books does the library have?' A solution to this problem, denoted by 'y', can be structured as an ordered sequence of distinct reasoning steps: y = (a₁, a₂, ..., aₙ). Which of the following options best represents this structured solution?
Analysis of a Reasoning Sequence Representation
Using 'Let's think step by step' to Prompt Detailed Reasoning
A solution, denoted as 'y', for the problem 'Solve for the variable in the equation 2(n + 5) = 16' can be formally represented as an ordered sequence of reasoning steps: y = (a₁, a₂, ..., aₙ). Arrange the following reasoning steps into the correct logical sequence to form a valid solution 'y'.