Problem Analysis #7

Kanana-2-30B-Thinking · Run 1

34.29s
7,626 toks
Problem Statement

A student tosses a fair coin 2020 times and lets NN be the number of heads observed. Thus

\nFor a complicated risk measure, the student needs the value of the fourth moment E[N4]\mathbb{E}[N^4]. \nDefine

\nCompute the exact integer value of KK.

Ground Truth
13072500
Execution Trace
Reasoning Process

[THOUGHT] I need to compute the fourth moment of a binomial random variable N ~ Binomial(20, 1/2). The fourth moment is E[N^4], and then K is defined as 1000 times that value. Since the problem requires an exact integer, I'll calculate the sum of k^4 multiplied by the binomial coefficient C(20, k) for k from 0 to 20, then multiply by 1000 and divide by 2^20 (which is 1048576). The result must be an integer as specified.

[PYTHON] import math total = 0 for k in range(0, 21): c = math.comb(20, k) term = k**4 * c total += term K = (1000 * total) // 1048576 print(K) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 13072500 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python code computed the fourth moment of a binomial random variable N ~ Binomial(20, 1/2) by summing k^4 * C(20, k) for k=0 to 20, then multiplied by 1000 and divided by 2^20. The output 13072500 is the exact integer value of K.
[/THOUGHT]
13072500\boxed{13072500}

Final Model Output
13072500

Comparative Analysis (P7) (Average across runs)

Avg Time Taken

Solar-Open-100B
210.9
Solar-Pro 2
60.8
Kanana-2-30B-Thinking
52.2
HCX-007
36.0
Kanana-2-30B-Thinking-2601
33.4
Gemini-3-Pro-Preview
27.5
GLM-4.5-Air
17.0
K-EXAONE-236B-A23B
13.9
GPT-5.2 (high)
8.4
EXAONE-4.0-32B
3.2

Avg Token Usage

Solar-Pro 2
12433.0
Kanana-2-30B-Thinking
10068.0
Kanana-2-30B-Thinking-2601
8240.0
HCX-007
4776.3
Gemini-3-Pro-Preview
4468.3
EXAONE-4.0-32B
4113.3
Solar-Open-100B
3704.0
GLM-4.5-Air
2856.7
K-EXAONE-236B-A23B
2745.3
GPT-5.2 (high)
2738.3