Problem Analysis #35

120.97s
13,465 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

\boxed{55}

Reasoning Process

[THOUGHT] [PYTHON] from fractions import Fraction

z = Fraction(258, 100) # 2.58 = 258/100 sigma = Fraction(5) n = 36 E = z * (sigma / 6) # since sqrt(36) = 6 a = 2 * E + Fraction(6, 5) # 1.2 = 6/5 result = 10 * a

print("a =", a) print("10a =", result) [/PYTHON] \boxed{55}

Tool Output
[PYTHON OUTPUT] a = 11/2 10a = 55 [/PYTHON OUTPUT]
Reasoning Process

To solve the problem, we begin by understanding how a confidence interval for the population mean $ from a normal distribution is constructed.


Given:

  • Population standard deviation: σ=5\sigma = 5
  • Sample size: n=36n = 36
  • Confidence level: 99%
  • Z-score corresponding to 99% confidence: z=2.58z^* = 2.58
  • The confidence interval is given as 1.2ma1.2 \leq m \leq a

This implies that the lower bound of the interval is 1.2 and the upper bound is aa. Since the confidence interval for the mean is symmetric about the sample mean xˉ\bar{x}, we can write:

Lower bound=xˉE=1.2Upper bound=xˉ+E=a\text{Lower bound} = \bar{x} - E = 1.2 \\ \text{Upper bound} = \bar{x} + E = a

Where EE is the margin of error, given by:

E=zσn=2.58536=2.5856=2.580.83332.15E = z^* \cdot \frac{\sigma}{\sqrt{n}} = 2.58 \cdot \frac{5}{\sqrt{36}} = 2.58 \cdot \frac{5}{6} = 2.58 \cdot 0.8333 \approx 2.15

Now, since the lower bound is 1.2:

xˉ=1.2+E=1.2+2.15=3.35\bar{x} = 1.2 + E = 1.2 + 2.15 = 3.35

Then the upper bound becomes:

a=xˉ+E=3.35+2.15=5.5a = \bar{x} + E = 3.35 + 2.15 = 5.5

Finally, compute:

10a=10×5.5=5510a = 10 \times 5.5 = 55

Final Answer:

55\boxed{55}
Final Model Output
55

Comparative Analysis (P35) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
636.4
K-EXAONE-236B-A23B
109.6
Llama-VARCO-8B-Instruct
80.1
HCX-007(high)
49.6
Deepseek-V3.2
47.8
Kanana-2-30B-Thinking
46.1
Gemini-3-Pro-Preview
24.4
Kanana-2-30B-Thinking-2601
22.1
Solar-Pro-2 (31B)(high)
16.4
Solar-Open-100B
14.7
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
GPT-5.2 (high)
7.1
K-EXAONE-236B-A23B
6.3
axk1
5.3

Avg Token Usage

K-EXAONE-236B-A23B
12258.7
Kanana-2-30B-Thinking
9114.0
Kanana-2-30B-Thinking-2601
6663.5
Llama-VARCO-8B-Instruct
6041.0
HCX-007(high)
5122.0
Gemini-3-Pro-Preview
4633.0
Solar-Pro-2 (31B)(high)
4521.0
Solar-Open-100B
4423.0
Grok-4.1-fast
4352.0
A.X-4.0 (72B)
3481.0
Claude-Opus-4.5
3452.0
GPT-5.2 (high)
3014.0
K-EXAONE-236B-A23B
2962.0
Deepseek-V3.2
2931.0
axk1
2540.0
GPT-5.1 (high)
2481.0
EXAONE-4.0.1-32B (high)
1752.0