Problem Analysis #35

14.71s
4,423 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 normal population with known standard deviation σ = 5.
Sample size n = 36, so the standard error is σ/√n = 5/6.
For a 99 % confidence interval, the critical Z value is 2.58, giving a margin of error
ME = 2.58 × (5/6).

The lower bound of the interval is given as 1.2, which equals the sample mean minus the margin:
sample_mean = 1.2 + ME.

The upper bound a is then
a = sample_mean + ME.

Finally we compute 10 × a. [/THOUGHT] [PYTHON]

Given values

lower_bound = 1.2 sigma = 5 n = 36 z = 2.58

Compute margin of error

margin = z * sigma / (n**0.5)

Compute sample mean

sample_mean = lower_bound + margin

Compute upper bound a

a = sample_mean + margin

Compute 10*a

ten_a = 10 * a

Print results

print(a) print(ten_a) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 5.5 55.0 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms that ( a = 5.5 ) and ( 10a = 55.0 ). Since the problem asks for ( 10a ) as an integer with no commas or scientific notation, the result is 55. [/THOUGHT] \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