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] We are given a box with 4 crimson balls and 5 blue balls, total 9 balls. We draw 4 times without replacement. The prize is 100 (in 10,000 won units) for a crimson ball on the first draw and 200 for a crimson ball on the fourth draw. The total prize (X) is the sum of these prizes, so (X = 100 \cdot I_1 + 200 \cdot I_4), where (I_1) is the indicator for the first draw being crimson and (I_4) is the indicator for the fourth draw being crimson.

The expected value is: [ E[X] = E[100 \cdot I_1] + E[200 \cdot I_4] = 100 \cdot P(I_1 = 1) + 200 \cdot P(I_4 = 1) ]

Since the draws are without replacement, the probability that the first ball is crimson is: [ P(I_1 = 1) = \frac{4}{9} ]

By symmetry, the probability that the fourth ball is crimson is also: [ P(I_4 = 1) = \frac{4}{9} ]

Thus: [ E[X] = 100 \cdot \frac{4}{9} + 200 \cdot \frac{4}{9} = \frac{400}{9} + \frac{800}{9} = \frac{1200}{9} = \frac{400}{3} ]

The expected value is (\frac{400}{3}), where (p = 400) and (q = 3) are relatively prime. Therefore: [ p \cdot q^2 = 400 \cdot 3^2 = 400 \cdot 9 = 3600 ] \boxed{3600}

Reasoning Process

[THOUGHT] We must use the Python tool at least once. The expected value of X is 400/3, so p=400, q=3, and p*q^2=3600. We'll compute this in Python. [/THOUGHT] [PYTHON] from fractions import Fraction frac = Fraction(400, 3) p = frac.numerator q = frac.denominator result = p * q**2 print(result) [/PYTHON]

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

\boxed{3600}

Final Model Output
3600

Comparative Analysis (P25) (Average across runs)

Avg Time Taken

K-EXAONE-236B-A23B
164.4
Kanana-2-30B-Thinking
45.3
Gemini-3-Pro-Preview
35.8
Grok-4.1-fast
31.5
K-EXAONE-236B-A23B
28.9
HCX-007(high)
28.2
Deepseek-V3.2
27.9
Llama-VARCO-8B-Instruct
27.7
Solar-Pro-2 (31B)(high)
24.3
Kanana-2-30B-Thinking-2601
19.0
Solar-Open-100B
16.4
Claude-Opus-4.5
14.3
A.X-4.0 (72B)
13.5
GPT-5.1 (high)
13.4
GPT-5.2 (high)
11.4
axk1
5.7
EXAONE-4.0.1-32B (high)
3.9

Avg Token Usage

K-EXAONE-236B-A23B
18547.7
Kanana-2-30B-Thinking
9068.0
Kanana-2-30B-Thinking-2601
5758.5
Gemini-3-Pro-Preview
5595.0
Grok-4.1-fast
5445.0
Solar-Pro-2 (31B)(high)
5220.0
Solar-Open-100B
4781.0
K-EXAONE-236B-A23B
4410.0
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-5.2 (high)
3140.0
GPT-5.1 (high)
2933.0
axk1
2737.0
Llama-VARCO-8B-Instruct
1847.0
A.X-4.0 (72B)
1715.0