Problem Analysis #1

45.69s
4,979 toks
Problem Statement

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

Ground Truth
12269137
Execution Trace
Reasoning Process

[THOUGHT] We need to find the prime number closest to N = 12269117. "Closest" means smallest absolute difference. There could be a prime less than N and/or greater than N. We need to check both directions. We'll write a function to check primality efficiently (for numbers around 12 million, trial division up to sqrt(n) is fine). Then we'll search downward and upward from N until we find primes. If two primes are equally close (one below and one above), we need the smaller one? The problem says "the prime number closest", but if there are two equally close, typically we take the smaller one unless specified otherwise. However, let's first find both and then decide. We'll compute distances.

Plan:

  1. Define is_prime(n) using trial division up to sqrt(n).
  2. Starting from N, check N itself: if prime, then answer is N.
  3. If not, search downward: n = N-1, N-2, ... until a prime is found.
  4. Search upward: n = N+1, N+2, ... until a prime is found.
  5. Compare distances: abs(N - prime_below) vs abs(prime_above - N). Choose the one with smaller distance. If equal, choose smaller prime (the below one).
  6. Output the prime.

We'll implement in Python. [/THOUGHT] [PYTHON] import math

def is_prime(num): if num < 2: return False if num % 2 == 0: return num == 2 if num % 3 == 0: return num == 3 # trial division up to sqrt(num) limit = int(math.isqrt(num)) i = 5 while i <= limit: if num % i == 0: return False if num % (i + 2) == 0: return False i += 6 return True

N = 12269117

Check N itself

if is_prime(N): print("N is prime:", N) closest = N else: # Search below below = N - 1 while not is_prime(below): below -= 1 # Search above above = N + 1 while not is_prime(above): above += 1 dist_below = N - below dist_above = above - N if dist_below <= dist_above: closest = below else: closest = above print("Below prime:", below) print("Above prime:", above) print("Closest prime:", closest) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Below prime: 12269093 Above prime: 12269137 Closest prime: 12269137 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] From the Python output, we have:

  • Below prime: 12269093
  • Above prime: 12269137
  • Closest prime: 12269137

The distances are:

  • Distance to below prime: N - below = 12269117 - 12269093 = 24
  • Distance to above prime: above - N = 12269137 - 12269117 = 20

Since 20 < 24, the above prime is closer. Therefore the closest prime is 12269137.

We can verify the distances quickly with Python to ensure no mistake, but the code already computed and chose the above prime. The final answer is 12269137. [/THOUGHT] [PYTHON]

Quick verification of distances

N = 12269117 below = 12269093 above = 12269137 print("Distance to below:", N - below) print("Distance to above:", above - N) print("Closest prime:", above if (above - N) < (N - below) else below) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Distance to below: 24 Distance to above: 20 Closest prime: 12269137 None [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The verification confirms distances: below prime is 24 away, above prime is 20 away. Thus the closest prime is 12269137. The final answer is 12269137. [/THOUGHT] \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