Problem Analysis #35

49.56s
5,122 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
# Calculate margin of error E
z_score = 2.58
sigma = 5.0
n = 36
e = z_score * sigma / n**0.5

# Confidence interval lower bound is 1.2. We express a as the upper bound given the relationship:
lower_bound = 1.2
upper_bound = lower_bound + 2*e

ten_times_a = int(round(upper_bound *10))
ten_times_a
Tool Output
[PYTHON OUTPUT] 55 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] We construct the 99% confidence interval with the given parameters. The margin of error ( E ) is calculated as ( Z \times \frac{\sigma}{\sqrt{n}} ). Using ( Z = 2.58 ), ( \sigma = 5 ), and ( n = 36 ): [ E = 2.58 \times \frac{5}{6} \approx 2.155 ] Since the lower bound is 1.2, the upper bound ( a ) becomes: [ a = 1.2 + 2E ] Calculating numerically and rounding appropriately yields ( a ). Finally, ( 10a ) is found, leading to the answer.

\boxed{55} [/THOUGHT][THOUGHT] We construct the 99% confidence interval with the given parameters. The margin of error ( E ) is calculated as ( Z \times \frac{\sigma}{\sqrt{n}} ). Using ( Z = 2.58 ), ( \sigma = 5 ), and ( n = 36 ): [ E = 2.58 \times \frac{5}{6} \approx 2.155 ] Since the lower bound is 1.2, the upper bound ( a ) becomes: [ a = 1.2 + 2E ] Calculating numerically and rounding appropriately yields ( a ). Finally, ( 10a ) is found, leading to the answer.

\boxed{55} [/THOUGHT]

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