Problem Analysis #35

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Problem Statement

A population is normally distributed with mean mm and standard deviation 55. From this population, a random sample of size 3636 is taken, and a 99%99\% confidence interval for the population mean mm is constructed using the sample mean. The resulting confidence interval is 1.2 $$\leq$$ m $$\leq$$ a. Find the value of aa. (Here, ZZ denotes a standard normal random variable, and use P(Z2.58)=0.99\text{P}(|Z| \leq 2.58) = 0.99.) [3 points]Compute 10a10a.\

Ground Truth
55
Execution Trace
Reasoning Process

[THOUGHT] We know for a known σ and normal population, a 99% CI for m is: x̄ ± z * σ / √n with z = 2.58, σ = 5, n = 36.

Compute the margin of error E = 2.58 * 5 / √36, then use the fact that the interval is (x̄ - E, x̄ + E) = (1.2, a) to solve for a, and then compute 10a. [/THOUGHT] [PYTHON] import math

z = 2.58 sigma = 5 n = 36

E = z * sigma / math.sqrt(n)

The lower bound is xbar - E = 1.2

So xbar = 1.2 + E

xbar = 1.2 + E a = xbar + E print("E =", E) print("a =", a) print("10a =", 10*a) [/PYTHON]

Tool Output
[PYTHON OUTPUT] E = 2.15 a = 5.5 10a = 55.0 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] Using the margin of error E = 2.15, the upper bound is a = 5.5, so 10a = 55. \boxed{55}

Final Model Output
55

Comparative Analysis (P35) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
636.4
Llama-VARCO-8B-Instruct
80.1
HCX-007(high)
49.6
Deepseek-V3.2
47.8
Gemini-3-Pro-Preview
24.4
Solar-Pro-2 (31B)(high)
16.4
Claude-Opus-4.5
13.8
A.X-4.0 (72B)
13.8
Grok-4.1-fast
10.6
GPT-5.1 (high)
7.8

Avg Token Usage

Llama-VARCO-8B-Instruct
6041.0
HCX-007(high)
5122.0
Gemini-3-Pro-Preview
4633.0
Solar-Pro-2 (31B)(high)
4521.0
Grok-4.1-fast
4352.0
A.X-4.0 (72B)
3481.0
Claude-Opus-4.5
3452.0
Deepseek-V3.2
2931.0
GPT-5.1 (high)
2481.0
EXAONE-4.0.1-32B (high)
1752.0