Problem Analysis #3

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14,302 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

[PYTHON] import sympy

def solve_problem(): S1 = 151 S2 = 10939 S3 = 957871

# Calculate elementary symmetric polynomials e1, e2, e3
# S1 = e1
e1 = S1

# S2 - e1*S1 + 2*e2 = 0 => 2*e2 = e1*S1 - S2
e2 = (e1 * S1 - S2) // 2

# S3 - e1*S2 + e2*S1 - 3*e3 = 0 => 3*e3 = S3 - e1*S2 + e2*S1
e3 = (S3 - e1 * S2 + e2 * S1) // 3

# Calculate S4
# S4 - e1*S3 + e2*S2 - e3*S1 = 0 => S4 = e1*S3 - e2*S2 + e3*S1
S4 = e1 * S3 - e2 * S2 + e3 * S1

print(f"{e1=}")
print(f"{e2=}")
print(f"{e3=}")
print(f"{S4=}")

# Verify if roots are natural numbers
x = sympy.symbols('x')
cubic_eq = x**3 - e1*x**2 + e2*x - e3
roots = sympy.solve(cubic_eq, x)
print(f"Roots: {roots}")

# Double check S4 calculation using roots
check_S4 = sum([r**4 for r in roots])
print(f"Check S4: {check_S4}")

solve_problem() [/PYTHON][PYTHON] import sympy

def solve_problem(): S1 = 151 S2 = 10939 S3 = 957871

# e1 = S1
e1 = S1

# 2*e2 = e1*S1 - S2
e2 = (e1 * S1 - S2) // 2

# 3*e3 = S3 - e1*S2 + e2*S1
# Note: S3 - e1*S2 + e2*S1 - 3*e3 = 0
# So 3*e3 = S3 - e1*S2 + e2*S1
# But wait, usually the identity is P_k - e_1 P_{k-1} + ... + (-1)^{k-1} k e_k = 0?
# Let's check Newton sums carefully.
# P1 - e1 = 0
# P2 - e1 P1 + 2e2 = 0
# P3 - e1 P2 + e2 P1 - 3e3 = 0
# P4 - e1 P3 + e2 P2 - e3 P1 + 4e4 = 0
# Yes, signs alternate.

val_for_3e3 = S3 - e1 * S2 + e2 * S1
e3 = val_for_3e3 // 3

print(f"e1: {e1}")
print(f"e2: {e2}")
print(f"e3: {e3}")

# Check if e3 is integer
if val_for_3e3 % 3 != 0:
    print("Warning: e3 is not an integer")
    
# Solve for roots
x = sympy.symbols('x')
poly = x**3 - e1*x**2 + e2*x - e3
roots = sympy.solve(poly, x)
print(f"Roots: {roots}")

# Calculate S4
# S4 - e1 S3 + e2 S2 - e3 S1 = 0
# S4 = e1 S3 - e2 S2 + e3 S1
S4 = e1 * S3 - e2 * S2 + e3 * S1
print(f"S4: {S4}")

solve_problem() [/PYTHON][PYTHON] import sympy

def analyze_roots(): S1 = 151 S2 = 10939 S3 = 957871

e1 = S1
e2 = (e1**2 - S2) // 2
e3 = (S3 - e1*S2 + e2*S1) // 3

print(f"Coefficients: e1={e1}, e2={e2}, e3={e3}")

x = sympy.symbols('x')
poly = x**3 - e1*x**2 + e2*x - e3
roots = sympy.solve(poly, x)
print(f"Symbolic Roots: {roots}")

# Numerical roots
n_roots = sympy.nroots(poly)
print(f"Numerical Roots: {n_roots}")

# Check if roots are integers
is_integer = True
for r in n_roots:
    if abs(r - round(r)) > 1e-9:
        is_integer = False

if is_integer:
    int_roots = [int(round(r)) for r in n_roots]
    print(f"Integer Roots: {int_roots}")
    # Verify sums
    s1_calc = sum(int_roots)
    s2_calc = sum(r**2 for r in int_roots)
    s3_calc = sum(r**3 for r in int_roots)
    print(f"Calculated S1: {s1_calc} (Expected {S1})")
    print(f"Calculated S2: {s2_calc} (Expected {S2})")
    print(f"Calculated S3: {s3_calc} (Expected {S3})")
    
    s4 = sum(r**4 for r in int_roots)
    print(f"Calculated S4 from roots: {s4}")
    
# Calculate S4 using Newton sums
S4_newton = e1*S3 - e2*S2 + e3*S1
print(f"S4 from Newton Sums: {S4_newton}")

analyze_roots() [/PYTHON][PYTHON] def solve(): S1 = 151 S2 = 10939 S3 = 957871

e1 = S1
e2 = (e1**2 - S2) // 2
e3 = (S3 - e1*S2 + e2*S1) // 3

print(f"e1: {e1}")
print(f"e2: {e2}")
print(f"e3: {e3}")

S4 = e1*S3 - e2*S2 + e3*S1
print(f"S4 (Newton): {S4}")

# Roots check
roots = [21, 33, 97]
print(f"Roots: {roots}")
print(f"Sum: {sum(roots)}")
print(f"Sum sq: {sum(x**2 for x in roots)}")
print(f"Sum cu: {sum(x**3 for x in roots)}")
print(f"Sum 4th: {sum(x**4 for x in roots)}")

solve() [/PYTHON]The given system of equations is: [ \begin{cases} a+b+c = 151 \ a^{2}+b^{2}+c^{2} = 10939 \ a^{3}+b^{3}+c^{3} = 957871 \end{cases} ] Let e1,e2,e3e_1, e_2, e_3 be the elementary symmetric polynomials in a,b,ca, b, c. Using Newton's sums, we have:

  1. e1=a+b+c=151e_1 = a+b+c = 151.
  2. S2e1S1+2e2=0    2e2=e12S2=151210939=2280110939=11862S_2 - e_1 S_1 + 2e_2 = 0 \implies 2e_2 = e_1^2 - S_2 = 151^2 - 10939 = 22801 - 10939 = 11862. Thus, e2=5931e_2 = 5931.
  3. S3e1S2+e2S13e3=0    3e3=S3e1S2+e2S1S_3 - e_1 S_2 + e_2 S_1 - 3e_3 = 0 \implies 3e_3 = S_3 - e_1 S_2 + e_2 S_1. Substituting the values: 3e3=957871151(10939)+5931(151)3e_3 = 957871 - 151(10939) + 5931(151) 3e3=9578711651789+8955813e_3 = 957871 - 1651789 + 895581 3e3=2016633e_3 = 201663 e3=67221e_3 = 67221.

The numbers a,b,ca, b, c are the roots of the cubic equation x3e1x2+e2xe3=0x^3 - e_1 x^2 + e_2 x - e_3 = 0: [ x^3 - 151x^2 + 5931x - 67221 = 0 ] Solving this cubic equation yields the roots {21,33,97}\{21, 33, 97\}. These are all natural numbers.

We want to find S4=a4+b4+c4S_4 = a^4 + b^4 + c^4. Using Newton's sums again: S4e1S3+e2S2e3S1=0    S4=e1S3e2S2+e3S1S_4 - e_1 S_3 + e_2 S_2 - e_3 S_1 = 0 \implies S_4 = e_1 S_3 - e_2 S_2 + e_3 S_1. Substituting the values: S4=151(957871)5931(10939)+67221(151)S_4 = 151(957871) - 5931(10939) + 67221(151) S4=14463852164879209+10150371S_4 = 144638521 - 64879209 + 10150371 S4=89909683S_4 = 89909683.

Alternatively, calculating directly from the roots: 214+334+974=194481+1185921+88529281=8990968321^4 + 33^4 + 97^4 = 194481 + 1185921 + 88529281 = 89909683.

\boxed{89909683}

Tool Output
[PYTHON OUTPUT] e1=151 e2=5931 e3=67221 S4=89909683 Roots: [21, 33, 97] Check S4: 89909683 [/PYTHON OUTPUT] [PYTHON OUTPUT] e1: 151 e2: 5931 e3: 67221 Roots: [21, 33, 97] S4: 89909683 [/PYTHON OUTPUT] [PYTHON OUTPUT] Coefficients: e1=151, e2=5931, e3=67221 Symbolic Roots: [21, 33, 97] Numerical Roots: [21.0000000000000, 33.0000000000000, 97.0000000000000] Integer Roots: [21, 33, 97] Calculated S1: 151 (Expected 151) Calculated S2: 10939 (Expected 10939) Calculated S3: 957871 (Expected 957871) Calculated S4 from roots: 89909683 S4 from Newton Sums: 89909683 [/PYTHON OUTPUT] [PYTHON OUTPUT] e1: 151 e2: 5931 e3: 67221 S4 (Newton): 89909683 Roots: [21, 33, 97] Sum: 151 Sum sq: 10939 Sum cu: 957871 Sum 4th: 89909683 [/PYTHON OUTPUT]
Reasoning Process

The system of equations is given by: [ \begin{cases} S_1 = a+b+c = 151 \ S_2 = a^{2}+b^{2}+c^{2} = 10939 \ S_3 = a^{3}+b^{3}+c^{3} = 957871 \end{cases} ] We want to find S4=a4+b4+c4S_4 = a^4 + b^4 + c^4.

Using Newton's sums relations for elementary symmetric polynomials e1,e2,e3e_1, e_2, e_3:

  1. e1=S1=151e_1 = S_1 = 151.
  2. S2e1S1+2e2=0    2e2=e12S2=151210939=2280110939=11862    e2=5931S_2 - e_1 S_1 + 2e_2 = 0 \implies 2e_2 = e_1^2 - S_2 = 151^2 - 10939 = 22801 - 10939 = 11862 \implies e_2 = 5931.
  3. S3e1S2+e2S13e3=0    3e3=S3e1S2+e2S1S_3 - e_1 S_2 + e_2 S_1 - 3e_3 = 0 \implies 3e_3 = S_3 - e_1 S_2 + e_2 S_1. Substituting the values: 3e3=957871151(10939)+5931(151)=9578711651789+895581=2016633e_3 = 957871 - 151(10939) + 5931(151) = 957871 - 1651789 + 895581 = 201663. e3=67221e_3 = 67221.

The values a,b,ca, b, c are roots of x3151x2+5931x67221=0x^3 - 151x^2 + 5931x - 67221 = 0, which are {21,33,97}\{21, 33, 97\}.

To find S4S_4, we use the next Newton sum relation: S4e1S3+e2S2e3S1=0    S4=e1S3e2S2+e3S1S_4 - e_1 S_3 + e_2 S_2 - e_3 S_1 = 0 \implies S_4 = e_1 S_3 - e_2 S_2 + e_3 S_1. S4=151(957871)5931(10939)+67221(151)S_4 = 151(957871) - 5931(10939) + 67221(151) S4=14463852164879209+10150371S_4 = 144638521 - 64879209 + 10150371 S4=89909683S_4 = 89909683.

Alternatively, calculating directly: 214+334+974=194481+1185921+88529281=8990968321^4 + 33^4 + 97^4 = 194481 + 1185921 + 88529281 = 89909683.

\boxed{89909683}

Final Model Output
89909683

Comparative Analysis (P3) (Average across runs)

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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