First Reasoning Step for the ICL Demonstration on Marbles
The initial step in the structured logical reasoning for the problem about Tom's marbles is to establish the starting condition: 'Tom starts with marbles.'
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Ch.2 Generative Models - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
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First Reasoning Step for the ICL Demonstration on Marbles
A language model is tasked with solving the following word problem: 'Tom starts with 12 marbles. He then wins 7, loses 5, and is given another 3. How many marbles does Tom have in the end?' To guide the model's reasoning process, which of the following sequences of steps most accurately and logically breaks down the problem into a step-by-step calculation that follows the narrative?
Analyzing a Language Model's Reasoning Process
A language model is asked to solve the following word problem: 'Tom starts with 12 marbles. He then wins 7, loses 5, and is given another 3. How many marbles does Tom have in the end?' The model produces the reasoning below. Identify the step where the model makes a logical error in translating the problem's narrative into a mathematical operation.
Step 1: Tom begins with 12 marbles. Step 2: Tom wins 7 marbles, so the total becomes 12 + 7 = 19. Step 3: Tom loses 5 marbles, so the total becomes 19 + 5 = 24. Step 4: Tom is given 3 marbles, so the final total is 24 + 3 = 27.
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Second Reasoning Step for the ICL Demonstration on Marbles
To solve the following word problem using a step-by-step logical process, what is the correct initial statement that establishes the starting condition?
'A library begins the month with 450 books on its 'New Arrivals' shelf. During the first week, 120 of these books are checked out. In the second week, the library adds 75 new books to the shelf. In the third week, 90 more books are checked out.'
Identifying the Initial Condition in a Word Problem
Consider the following word problem: 'A food truck starts its day with 80 sandwiches. It sells 45 during the lunch rush and then prepares 30 more for the evening.' The correct first step in a structured, logical breakdown to solve this problem is to calculate '80 - 45 = 35'.