Problem Analysis #3

axk1 · Run 1

10.42s
3,471 toks
Problem Statement

Let SS be the set of all real triples (x,y,z)(x,y,z) satisfying

{x0, y0, z0,x+y2,x+2y3,x+z3,y+z3.\begin{cases} x \ge 0,\ y \ge 0,\ z \ge 0,\\[4pt] x + y \le 2,\\[4pt] x + 2y \le 3,\\[4pt] x + z \le 3,\\[4pt] y + z \le 3. \end{cases}

Define the function

F(x,y,z)=5x24y26z2+4xy2xz+3yz+20x+14y+15z+1.F(x,y,z) = -5x^2 - 4y^2 - 6z^2 + 4xy - 2xz + 3yz + 20x + 14y + 15z + 1.

Let

M=max(x,y,z)SF(x,y,z).M = \max_{(x,y,z)\in S} F(x,y,z).

Suppose MM can be written in the form M=pqM = \dfrac{p}{q} in lowest terms, where pp and qq are positive coprime integers. Find the value of p2qp^2q.

Ground Truth
44652
Execution Trace
Reasoning Process

[THOUGHT] We need to maximize the quadratic function F(x,y,z)F(x,y,z) over the polyhedron SS defined by nonnegative variables and four linear constraints. This is a concave quadratic maximization (since the Hessian of 5x24y26z2+4xy2xz+3yz-5x^2-4y^2-6z^2+4xy-2xz+3yz is negative semidefinite on SS), so the maximum occurs at a vertex of SS. We will enumerate all vertices by intersecting constraint planes, keep only those satisfying all inequalities, evaluate FF at each, and take the maximum. Then write MM as a reduced fraction p/qp/q and compute p2qp^2q. [/THOUGHT] [PYTHON] import itertools

def F(x,y,z): return -5xx - 4yy - 6zz + 4xy - 2xz + 3yz + 20x + 14y + 15*z + 1

Planes: x>=0, y>=0, z>=0, x+y=2, x+2y=3, x+z=3, y+z=3

planes = [ (1,0,0, 0), # x=0 (0,1,0, 0), # y=0 (0,0,1, 0), # z=0 (1,1,0,-2), # x+y=2 (1,2,0,-3), # x+2y=3 (1,0,1,-3), # x+z=3 (0,1,1,-3), # y+z=3 ]

vertices = set() for p in itertools.combinations(planes, 3): A = [p[i][0:3] for i in range(3)] b = [p[i][3] for i in range(3)] try: # Solve Av = b for v=(x,y,z) import numpy as np A_np = np.array(A, dtype=float) b_np = np.array(b, dtype=float) v = np.linalg.solve(A_np, b_np) x,y,z = v if x<=-1e-9 or y<=-1e-9 or z<=-1e-9: continue if x+y-2 > 1e-9 or x+2y-3 > 1e-9 or x+z-3 > 1e-9 or y+z-3 > 1e-9: continue vertices.add((round(x,12), round(y,12), round(z,12))) except: continue

M = None for x,y,z in vertices: val = F(x,y,z) if M is None or val > M: M = val

Reduce M to lowest terms p/q

from fractions import Fraction frac = Fraction(M).limit_denominator() p = frac.numerator q = frac.denominator print(ppq) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 1 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The maximum value MM of FF over SS is 11\dfrac{1}{1}, so p=1p=1, q=1q=1 and p2q=1p^2q=1. \boxed{1}

Final Model Output
1

Comparative Analysis (P3) (Average across runs)

Avg Time Taken

Solar-Open-100B
649.7
Gemini-3-Pro-Preview
236.0
K-EXAONE-236B-A23B
218.7
Kanana-2-30B-Thinking
109.4
Solar-Pro 2
93.3
Kanana-2-30B-Thinking-2601
67.5
GPT-5.2 (high)
58.9
GLM-4.5-Air
48.2
naver-hyperclovax/HCX-007
36.4
axk1
32.6
model_d_r1
27.9
EXAONE-4.0-32B
10.9

Avg Token Usage

Gemini-3-Pro-Preview
37968.3
K-EXAONE-236B-A23B
19652.0
Solar-Pro 2
16891.3
Kanana-2-30B-Thinking
16483.7
Kanana-2-30B-Thinking-2601
13774.0
axk1
13682.7
Solar-Open-100B
11324.3
GPT-5.2 (high)
8690.0
GLM-4.5-Air
6529.7
EXAONE-4.0-32B
6406.3
naver-hyperclovax/HCX-007
5829.7
model_d_r1
3390.3