Problem Analysis #1

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Problem Statement

Find the prime number closest to the given integer N=12269117N = 12269117.

Ground Truth
12269137
Execution Trace
Reasoning Process

[THOUGHT]
To find the prime number closest to N=12269117N = 12269117, we need to check numbers just above and below NN for primality, starting from NN and moving outward. Since NN itself may not be prime, we'll test N1,N+1,N2,N+2N-1, N+1, N-2, N+2, etc., until we find a prime.

We'll use a primality test (e.g., Miller-Rabin or trial division with optimization) to check for primes. Given that NN is large (~12 million), we need an efficient method. We can use Python’s sympy.isprime function, which is efficient for numbers of this size.

We'll check both directions from NN, and return the closest prime (smallest absolute difference). If two primes are equally close, we return the smaller one.

[PYTHON] from sympy import isprime

N = 12269117

Search outward from N

diff = 0 while True: # Check N - diff and N + diff if diff == 0: if isprime(N): result = N break else: if isprime(N - diff): result = N - diff break if isprime(N + diff): result = N + diff break diff += 1

result [/PYTHON]

Tool Output
[PYTHON OUTPUT] 12269137 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT]
The prime number closest to N=12269117N = 12269117 is 1226913712269137, as determined by the Python execution. This is the first prime encountered when searching outward from NN, and it is 20 units above NN. Since no prime exists between NN and 1226913712269137, and NN itself is not prime, this is the closest prime.

\boxed{12269137}

Final Model Output
12269137

Comparative Analysis (P1) (Average across runs)

Avg Time Taken

Deepseek-R1-distill-Qwen-32B (high)
147.2
Deepseek-V3.2
86.7
Gemma-3-27B
76.9
Llama-VARCO-8B-Instruct
60.3
Solar-Pro-2 (31B)(high)
26.7
HCX-007(high)
21.9
Gemini-3-Pro-Preview
15.5
Grok-4.1-fast
14.5
Claude-Opus-4.5
10.1
GPT-oss-20B (high)
8.7
GPT-5.1 (high)
7.6
A.X-4.0 (72B)
6.0
Qwen3-30B-A3B-2507
4.5
EXAONE-4.0.1-32B (high)
2.0

Avg Token Usage

Llama-VARCO-8B-Instruct
11080.3
Deepseek-V3.2
5349.3
Solar-Pro-2 (31B)(high)
5138.3
Deepseek-R1-distill-Qwen-32B (high)
4199.7
Grok-4.1-fast
3670.7
HCX-007(high)
3434.0
Gemini-3-Pro-Preview
2963.3
GPT-oss-20B (high)
2818.7
Claude-Opus-4.5
2506.3
EXAONE-4.0.1-32B (high)
2429.3
GPT-5.1 (high)
2239.3
A.X-4.0 (72B)
2217.0
Gemma-3-27B
2111.0
Qwen3-30B-A3B-2507
1046.3