Problem Statement
Suppose the following limit is given:
where and are positive integers which are relatively prime. Find .
\noindent
Ground Truth
70609
Execution Trace
Reasoning Process
<|channel|>commentary to=python code<|message|>import mpmath as mp
def integral_n(n): f = lambda x: (1 + 205x/(69n))(-69*n) * mp.e(-6*x/7) return mp.quad(f, [0, n]) for n in [10, 20, 50, 100, 200]: val = integral_n(n) print(n, val)
Tool Output
[PYTHON OUTPUT]
10 0.0048647293405047951875408407345928852207051122885165
20 0.0048612310184988405879868706367926345285251358289216
50 0.004859134419088656446099320016853314804983205028148
100 0.0048584359510810701430545358252193303451270327675896
200 0.0048580867917418869602485710012266092670123367575959
[/PYTHON OUTPUT]
Reasoning Process
<|channel|>commentary to=python code<|message|>from fractions import Fraction Fraction(7,1441) float(Fraction(7,1441))
Tool Output
[PYTHON OUTPUT]
0.004857737682165163
[/PYTHON OUTPUT]
Reasoning Process
<|channel|>commentary to=python code<|message|>p = 7 q = 1441 print(p**2 * q)
Tool Output
[PYTHON OUTPUT]
70609
None
[/PYTHON OUTPUT]
Reasoning Process
[THOUGHT] We have the integral
For large we can use the limit
so
Thus the integrand tends to
The upper limit goes to , so the limiting integral is
Hence (coprime). We need . Thus the answer is .
Final Model Output
70609
Comparative Analysis (P4) (Average across runs)
Avg Time Taken
Solar-Open-100B
438.0
Deepseek-R1-distill-Qwen-32B (high)
140.9
Deepseek-V3.2
123.2
Gemini-3-Pro-Preview
90.8
Kanana-2-30B-Thinking
87.7
GPT-oss-20B (high)
60.4
Solar-Pro-2 (31B)(high)
60.2
K-EXAONE-236B-A23B
53.2
Grok-4.1-fast
38.4
HCX-007(high)
31.5
Gemma-3-27B
31.4
Qwen3-30B-A3B-2507
28.9
Kanana-2-30B-Thinking-2601
22.7
Llama-VARCO-8B-Instruct
21.3
GPT-5.1 (high)
19.0
Claude-Opus-4.5
16.4
A.X-4.0 (72B)
16.0
EXAONE-4.0.1-32B (high)
3.7
Avg Token Usage
K-EXAONE-236B-A23B
20,406
Kanana-2-30B-Thinking
13,425
Gemini-3-Pro-Preview
11,241
Deepseek-V3.2
9,875
Solar-Pro-2 (31B)(high)
9,831
GPT-oss-20B (high)
9,757
Solar-Open-100B
8,096
Grok-4.1-fast
7,672
Kanana-2-30B-Thinking-2601
6,314
Qwen3-30B-A3B-2507
6,267
HCX-007(high)
4,190
Deepseek-R1-distill-Qwen-32B (high)
3,984
Claude-Opus-4.5
3,858
A.X-4.0 (72B)
3,485
EXAONE-4.0.1-32B (high)
3,238
GPT-5.1 (high)
3,068
Llama-VARCO-8B-Instruct
2,088
Gemma-3-27B
1,706