Problem Analysis #3

110.32s
22,403 toks
Problem Statement
find a4+b4+c4 for natural numbers a,b,c satisfying the following equations.{a+b+c=151a2+b2+c2=10939a3+b3+c3=957871\begin{aligned} &\text{find } a^4+b^4+c^4 \text{ for natural numbers } a,b,c \text{ satisfying the following equations.} \\ &\begin{cases} a+b+c = 151 \\ a^{2}+b^{2}+c^{2} = 10939 \\ a^{3}+b^{3}+c^{3} = 957871 \end{cases} \end{aligned}
Ground Truth
89909683
Execution Trace
Reasoning Process

<|channel|>commentary to=python code<|message|>s1 = 151 p3 = 957871 s2 = 5931 p2 = 10939 s3 = 67221 p1 = 151

p4 = s1p3 - s2p2 + s3*p1 p4

Tool Output
[PYTHON OUTPUT] 89909683 [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|># Let's recompute using Python s1 = 151 p3 = 957871 e2 = 5931 p2 = 10939 e3 = 67221 p1 = 151

first = s1 * p3 second = e2 * p2 third = e3 * p1

first, second, third, first - second + third

Tool Output
[PYTHON OUTPUT] (144638521, 64879209, 10150371, 89909683) [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|>import sympy as sp sp.factorint(67221)

Tool Output
[PYTHON OUTPUT] {3: 2, 7: 1, 11: 1, 97: 1} [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|>s1 = 151 e2 = 5931 p3 = 957871 s1**3

Tool Output
[PYTHON OUTPUT] 3442951 [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|>151*10939

Tool Output
[PYTHON OUTPUT] 1651789 [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|>s1 = 151 sum_cubes = 957871 e2 = 5931 s13, sum_cubes - s13 + 3s1e2

Tool Output
[PYTHON OUTPUT] (3442951, 201663) [/PYTHON OUTPUT]
Reasoning Process

<|channel|>commentary to=python code<|message|>e1 = 151 p3 = 957871 e2 = 5931 p2 = 10939 e3 = 66221 p1 = 151

p4 = e1p3 - e2p2 + e3*p1 p4

Tool Output
[PYTHON OUTPUT] 89758683 [/PYTHON OUTPUT]
Reasoning Process

<|channel|>analysis to=python code<|message|>151*10939

Tool Output
[PYTHON OUTPUT] 1651789 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] We have computed the symmetric sums:

  • (e_1 = a+b+c = 151)
  • (e_2 = ab+bc+ca = \frac{(a+b+c)^2 - (a^2+b^2+c^2)}{2} = \frac{151^2-10939}{2}=5931)
  • (e_3 = abc = \frac{(a+b+c)(ab+bc+ca)-(a^3+b^3+c^3)}{3} = \frac{151\cdot5931-957871}{3}=66221)

Using Newton’s identities, the fourth power sum is (p_4 = e_1 p_3 - e_2 p_2 + e_3 p_1), where (p_3 = a^3+b^3+c^3=957871), (p_2 = a^2+b^2+c^2=10939), and (p_1=e_1=151).

Thus (p_4 = 151\cdot957871 - 5931\cdot10939 + 66221\cdot151 = 89,909,683.)

So (a^4+b^4+c^4 = \boxed{89909683}).

Final Model Output
89909683

Comparative Analysis (P3) (Average across runs)

Avg Time Taken

Gemma-3-27B
624.5
Deepseek-R1-distill-Qwen-32B (high)
376.5
Gemini-3-Pro-Preview
86.5
GPT-oss-20B (high)
82.9
HCX-007(high)
57.3
Solar-Pro-2 (31B)(high)
54.4
Deepseek-V3.2
45.5
Llama-VARCO-8B-Instruct
36.7
A.X-4.0 (72B)
30.8
Qwen3-30B-A3B-2507
20.6
Grok-4.1-fast
20.6
Claude-Opus-4.5
15.2
GPT-5.1 (high)
11.1
EXAONE-4.0.1-32B (high)
4.2

Avg Token Usage

Gemma-3-27B
23460.0
GPT-oss-20B (high)
16001.7
Gemini-3-Pro-Preview
13339.0
Deepseek-R1-distill-Qwen-32B (high)
9093.3
Solar-Pro-2 (31B)(high)
8507.0
HCX-007(high)
6416.3
A.X-4.0 (72B)
5855.7
Grok-4.1-fast
5726.7
Qwen3-30B-A3B-2507
4673.7
Llama-VARCO-8B-Instruct
4383.0
Claude-Opus-4.5
4039.7
EXAONE-4.0.1-32B (high)
3537.7
Deepseek-V3.2
3143.7
GPT-5.1 (high)
2966.3