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 have a box with 4 crimson balls and 5 blue balls, total 9 balls. We draw 4 balls without replacement. Prize: 100 (units of 10,000 won) if crimson on first draw, 200 if crimson on fourth draw. Let X = total prize money. We need E[X] = p/q in lowest terms, then compute p * q^2.

Define indicator random variables: I1 = 1 if first draw is crimson, 0 otherwise → prize contribution 100 * I1. I4 = 1 if fourth draw is crimson, 0 otherwise → prize contribution 200 * I4. Thus X = 100 I1 + 200 I4.

Expectation: E[X] = 100 * E[I1] + 200 * E[I4].

E[I1] = P(first draw is crimson) = 4/9.

E[I4] = P(fourth draw is crimson). By symmetry, without replacement, each position equally likely to have a crimson ball. So P(crimson on fourth) = 4/9 as well. Let's verify with calculation.

Alternatively compute directly: P(4th crimson) = sum over number of crimson in first three draws? But symmetry is valid because draws are exchangeable. So E[I4] = 4/9.

Thus E[X] = 100*(4/9) + 200*(4/9) = 300*(4/9) = 1200/9 = 400/3 after simplifying? 1200/9 = 400/3 indeed (divide numerator and denominator by 3). So p=400, q=3. Then p*q^2 = 400 * 9 = 3600.

But wait: Are the draws without replacement? Yes. But is the symmetry argument valid? Yes, because the joint distribution of the sequence is exchangeable: any permutation equally likely. So probability crimson in position 4 = probability crimson in position 1 = 4/9.

Let's verify with Python simulation or exact computation to be safe.

We can compute P(4th crimson) by considering total ways to arrange 4 crimson among 9 positions? Actually, we can compute directly: total sequences of 4 draws from 9 balls without replacement: 9P4 = 9876. Number of sequences where 4th is crimson: choose which crimson ball in 4th position: 4 choices, then arrange remaining 8 balls in first three positions: 8P3 = 876. So probability = (4 * 876) / (9876) = 4/9. Good.

Thus E[X] = 100*(4/9) + 200*(4/9) = 300*(4/9) = 1200/9 = 400/3.

Check if 400 and 3 are relatively prime: gcd(400,3)=1. So p=400, q=3, pq^2 = 4009=3600.

Let's compute with Python to confirm.

[/THOUGHT] [PYTHON] import fractions

Compute expected value

E_I1 = fractions.Fraction(4, 9) E_I4 = fractions.Fraction(4, 9) E_X = 100 * E_I1 + 200 * E_I4 print("E[X] =", E_X) print("Numerator =", E_X.numerator) print("Denominator =", E_X.denominator) result = E_X.numerator * (E_X.denominator ** 2) print("p * q^2 =", result) [/PYTHON]

Tool Output
[PYTHON OUTPUT] E[X] = 400/3 Numerator = 400 Denominator = 3 p * q^2 = 3600 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms that E[X] = 400/3, so p = 400, q = 3, and p·q² = 400·9 = 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