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 closest to N=12269117, first check if N is prime using sympy.isprime. If yes, that's the answer. Otherwise, find the previous prime (largest prime < N) and next prime (smallest prime > N), compute distances, and select the one with the smaller distance. If distances equal, select the smaller prime. [/THOUGHT] [PYTHON] from sympy.ntheory import isprime, prevprime, nextprime

N = 12269117

if isprime(N): closest = N else: p_below = prevprime(N) p_above = nextprime(N) dist_below = N - p_below dist_above = p_above - N if dist_below < dist_above: closest = p_below elif dist_above < dist_below: closest = p_above else: closest = min(p_below, p_above)

print(closest) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 12269137 None [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python code executed successfully and output 12269137 as the closest prime to 12269117. The additional "None" is extraneous and does not affect the result. This is the ground truth from the tool. [/THOUGHT] \boxed{12269137}

Explanation

The provided AI-generated answer derives from a systematic process to identify the prime closest to N=12269117 using SymPy functions. The reasoning follows these steps:

  1. Initial check: Determine if N is prime via sympy.isprime(N). If true, N is the closest prime.

  2. If N is not prime: Compute the largest prime below N using prevprime(N) and the smallest prime above N using nextprime(N).

  3. Distance calculation: Calculate distances: dist_below = N - p_below and dist_above = p_above - N.

  4. Selection logic: Compare distances:

    • If dist_below < dist_above, select p_below.
    • If dist_above < dist_below, select p_above.
    • If distances are equal, select the smaller prime via min(p_below, p_above).
  5. Code execution output: The code printed 12269137, indicating it as the closest prime based on the above logic. This value, greater than N (difference of 20), implies the next prime is closer than the previous one.

  6. Verification: The output is error-free and serves as ground truth per instructions, confirming 12269137 as the result without needing further computation.

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