Problem Analysis #25

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Problem Statement

Suppose the following conditions hold. A prize-drawing event uses a box containing 4 crimson balls and 5 blue balls. You are given four opportunities to draw a ball, without replacement.Under these conditions, you receive a prize of 100(10,000-won units) if you draw a crimson ball on the first draw, and 200(10,000-won units) if you draw a crimson ball on the fourth draw. Let XX be the random variable representing the total prize money obtained after drawing four balls from the box. If the expected value of XX is written aspq,\frac{p}{q},where pp and qq are relatively prime positive integers, find the value ofpq2.p \cdot q^2.oindent

Ground Truth
3600
Execution Trace
Reasoning Process

[THOUGHT] To find the expected value of the total prize money ( X ), we need to consider the probabilities of drawing a crimson ball on the first and fourth draws. The prize for drawing a crimson ball on the first draw is 100 units, and for the fourth draw is 200 units. The expected value ( E[X] ) is the sum of the expected prizes from these two events.

  1. First Draw: The probability of drawing a crimson ball on the first draw is ( \frac{4}{9} ), and the prize is 100 units. The expected prize from the first draw is ( 100 \times \frac{4}{9} ).

  2. Fourth Draw: The probability of drawing a crimson ball on the fourth draw is more complex because it depends on the outcomes of the first three draws. However, by symmetry, the probability of drawing a crimson ball on any specific draw (including the fourth) is the same as the first draw, which is ( \frac{4}{9} ). The expected prize from the fourth draw is ( 200 \times \frac{4}{9} ).

Thus, the total expected value ( E[X] ) is: [ E[X] = 100 \times \frac{4}{9} + 200 \times \frac{4}{9} = \frac{400}{9} + \frac{800}{9} = \frac{1200}{9} = \frac{400}{3}. ]

The fraction ( \frac{400}{3} ) is already in its simplest form, so ( p = 400 ) and ( q = 3 ). The value of ( p \cdot q^2 ) is ( 400 \times 3^2 = 400 \times 9 = 3600 ).

[/THOUGHT] [PYTHON]

Verification of the expected value calculation

from fractions import Fraction

Probability of crimson on first draw

prob_first = Fraction(4, 9) prize_first = 100

Probability of crimson on fourth draw (same as first due to symmetry)

prob_fourth = Fraction(4, 9) prize_fourth = 200

Expected value calculation

E_X = prize_first * prob_first + prize_fourth * prob_fourth p = E_X.numerator q = E_X.denominator result = p * q * q

print(result) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 3600 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms that the expected value calculation is correct, yielding ( p \cdot q^2 = 3600 ).

[/THOUGHT] \boxed{3600}

Final Model Output
3600

Comparative Analysis (P25) (Average across runs)

Avg Time Taken

Gemini-3-Pro-Preview
35.8
Grok-4.1-fast
31.5
HCX-007(high)
28.2
Deepseek-V3.2
27.9
Llama-VARCO-8B-Instruct
27.7
Solar-Pro-2 (31B)(high)
24.3
Claude-Opus-4.5
14.3
A.X-4.0 (72B)
13.5
GPT-5.1 (high)
13.4
EXAONE-4.0.1-32B (high)
3.9

Avg Token Usage

Gemini-3-Pro-Preview
5595.0
Grok-4.1-fast
5445.0
Solar-Pro-2 (31B)(high)
5220.0
HCX-007(high)
4007.0
Claude-Opus-4.5
3853.0
Deepseek-V3.2
3682.0
EXAONE-4.0.1-32B (high)
3480.0
GPT-5.1 (high)
2933.0
Llama-VARCO-8B-Instruct
1847.0
A.X-4.0 (72B)
1715.0