Problem Analysis #35

47.81s
2,931 toks
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 have a normally distributed population with unknown mean m and known standard deviation σ = 5. A sample of size n = 36 is taken. The sample mean x̄ is used to construct a 99% confidence interval for m. Given: P(|Z| ≤ 2.58) = 0.99, so the critical value z* = 2.58 for a two-sided 99% CI. The confidence interval formula: x̄ ± z* * (σ / √n). Here σ = 5, n = 36, so σ/√n = 5/√36 = 5/6. Thus margin of error E = z* * (σ/√n) = 2.58 * (5/6). The CI is [x̄ - E, x̄ + E]. Given that the CI is 1.2 ≤ m ≤ a, so lower bound = 1.2 = x̄ - E. Thus x̄ = 1.2 + E. Then a = x̄ + E = (1.2 + E) + E = 1.2 + 2E. We need to compute a, then compute 10a. Let's compute E first. [/THOUGTH] [PYTHON] import math z_star = 2.58 sigma = 5 n = 36 se = sigma / math.sqrt(n) E = z_star * se print("Standard error:", se) print("Margin of error E:", E) a = 1.2 + 2 * E print("a:", a) print("10a:", 10 * a) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Standard error: 0.8333333333333334 Margin of error E: 2.1500000000000004 a: 5.500000000000001 10a: 55.00000000000001 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] From the Python output: Standard error = 5/6 ≈ 0.8333333333333334 Margin of error E = 2.58 * (5/6) ≈ 2.1500000000000004 a = 1.2 + 2E ≈ 1.2 + 4.300000000000001 ≈ 5.500000000000001 10a ≈ 55.00000000000001

The result is essentially 55 (since 5.5 * 10 = 55). The slight floating-point imprecision gives 55.00000000000001, which is effectively 55. We need to compute 10a, which is 55. The problem asks: "Compute 10a." So the answer is 55. We should output as integer digits: 55. [/THOUGTH] \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