Problem Analysis #36

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Problem Statement

A discrete random variable XX takes integer values from 00 to 44, and its probability mass function is given byP(X=x)={2x112(x=0,1,2,3),a(x=4),\text{P}(X = x) = \begin{cases}\dfrac{|2x - 1|}{12} & (x = 0, 1, 2, 3), \\[4pt]a & (x = 4),\end{cases}where aa is a nonzero constant. ComputeV(1aX).\text{V}\left(\dfrac{1}{a}X\right).[3 points]\

Ground Truth
45
Execution Trace
Reasoning Process

[THOUGHT] Compute a by normalization. Then use Var((1/a)X) = (1/a)^2 Var(X). I’ll compute E[X], E[X^2], Var(X), then scale by (1/a)^2. [/THOUGHT] [PYTHON] from fractions import Fraction

pmf for x=0..3

pmf = {x: Fraction(abs(2*x-1),12) for x in range(4)} sum_p = sum(pmf.values()) a = Fraction(1,1) - sum_p pmf[4] = a

EX = sum(Fraction(x,1)p for x,p in pmf.items()) EX2 = sum(Fraction(xx,1)p for x,p in pmf.items()) VarX = EX2 - EXEX

Var_scaled = (Fraction(1,1)/a)**2 * VarX # Var((1/a)X)

print("a =", a) print("EX =", EX) print("EX2 =", EX2) print("VarX =", VarX) print("Var((1/a)X) =", Var_scaled) print("As fraction:", Var_scaled.numerator, "/", Var_scaled.denominator) [/PYTHON]

Tool Output
[PYTHON OUTPUT] a = 1/6 EX = 5/2 EX2 = 15/2 VarX = 5/4 Var((1/a)X) = 45 As fraction: 45 / 1 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] Using the computed value (a=\frac16), we have (\mathrm{Var}!\left(\frac{1}{a}X\right)=45). \boxed{45}

Final Model Output
45

Comparative Analysis (P36) (Average across runs)

Avg Time Taken

Gemini-3-Pro-Preview
684.4
Solar-Open-100B
623.1
K-EXAONE-236B-A23B
454.7
EXAONE-4.0.1-32B (high)
193.2
Deepseek-V3.2
67.4
Llama-VARCO-8B-Instruct
62.2
Kanana-2-30B-Thinking
54.1
Kanana-2-30B-Thinking-2601
44.8
HCX-007(high)
36.9
Solar-Pro-2 (31B)(high)
34.2
A.X-4.0 (72B)
25.7
Claude-Opus-4.5
14.8
Grok-4.1-fast
9.0
K-EXAONE-236B-A23B
8.8
GPT-5.1 (high)
8.3
axk1
7.6
GPT-5.2 (high)
7.3

Avg Token Usage

K-EXAONE-236B-A23B
97463.7
EXAONE-4.0.1-32B (high)
43263.0
Kanana-2-30B-Thinking-2601
15982.5
Kanana-2-30B-Thinking
10007.0
Solar-Pro-2 (31B)(high)
6659.0
Solar-Open-100B
5881.0
Gemini-3-Pro-Preview
5840.0
HCX-007(high)
4585.0
Grok-4.1-fast
3971.0
Claude-Opus-4.5
3958.0
Deepseek-V3.2
3770.0
K-EXAONE-236B-A23B
3020.0
GPT-5.1 (high)
2953.0
Llama-VARCO-8B-Instruct
2843.0
axk1
2803.0
GPT-5.2 (high)
2716.0
A.X-4.0 (72B)
2312.0