Problem Analysis #34

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12,605 toks
Problem Statement

Let A(a,b)A(a,b) be a point in the first quadrant on the curvey=log16(8x+2),y = \log_{16} (8x + 2),and let BB be a point in the first quadrant on the curvey=4x112.y = 4^{x-1} - \dfrac{1}{2}.The reflection of AA across the line y=xy = x lies on the line OBOB, where OO is the origin, and the midpoint of segment ABAB has coordinates(778,1338).\left(\dfrac{77}{8}, \dfrac{133}{8}\right).Ifa×b=pq,a \times b = \dfrac{p}{q},where pp and qq are coprime natural numbers, compute p+qp + q. [4 points]ewpage\

Ground Truth
457
Execution Trace
Reasoning Process

[THOUGHT] The point A(a, b) satisfies b = log_{16}(8a + 2), which rearranges to 4a + 1 = 2^{4b - 1}.
The reflection (b, a) lies on OB, introducing parameter s = 1/t where c = s b, d = s a.
Midpoint gives a + s b = 77/4 and s a + b = 133/4.
Solving yields a(s) = (77 - 133 s)/(4 (1 - s^2)), b(s) = (133 - 77 s)/(4 (1 - s^2)).
Define diffA(s) = 4 a(s) + 1 - 2^{4 b(s) - 1} = 0 to find s.
Use fsolve with guess 1.8 (since s > 133/77 ≈ 1.727 for positive a,b).
Then compute a, b, c = s b, d = s a, verify B curve: s a + 1/2 == 4^{s b - 1}, and a * b. [/THOUGHT] [PYTHON] import numpy as np from scipy.optimize import fsolve import math

def a_func(s): den = 1 - s**2 num = 77 - 133 * s return (1/4) * num / den

def b_func(s): den = 1 - s**2 num = 133 - 77 * s return (1/4) * num / den

def diffA(s): a = a_func(s) b = b_func(s) left = 4 * a + 1 right = 2 ** (4 * b - 1) return left - right

Solve for s

s_sol = fsolve(diffA, 1.8)[0] print('s:', s_sol)

a = a_func(s_sol) b = b_func(s_sol) print('a:', a) print('b:', b)

c = s_sol * b d = s_sol * a print('c:', c) print('d:', d)

Verify A curve

print('Verify A: 4a+1 =', 4a + 1) print('2^(4b-1) =', 2**(4b - 1))

Verify B curve

print('Verify B: 4^(c-1) - 0.5 =', 4**(c - 1) - 0.5) print('d =', d)

Midpoint verify

print('Mid x:', (a + c)/2) print('Mid y:', (b + d)/2)

a * b as fraction

product = a * b print('a * b =', product) print('As fraction:', f"{product.numerator}/{product.denominator}" if hasattr(product, 'numerator') else product) [/PYTHON]

Tool Output
[PYTHON OUTPUT] s: 1.9999999999999991 a: 15.750000000000009 b: 1.7499999999999973 c: 3.4999999999999933 d: 31.500000000000004 Verify A: 4a+1 = 64.00000000000003 2^(4b-1) = 63.999999999999524 Verify B: 4^(c-1) - 0.5 = 31.499999999999705 d = 31.500000000000004 Mid x: 9.625000000000002 Mid y: 16.625 a * b = 27.562499999999975 As fraction: 27.562499999999975 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms s=2, a=63/4, b=7/4, a×b=441/16 with p=441, q=16 coprime, so p+q=457. [/THOUGHT] \boxed{457}

Explanation

The reasoning derives from the problem constraints and verifies solutions algebraically. The midpoint condition gives (a + c)/2 = 77/8 and (b + d)/2 = 133/8. Since (b, a) lies on OB, c = s b and d = s a for some s > 1. Substituting yields a + s b = 77/4 and s a + b = 133/4.

Solving the system:
a = (77 - 133 s) / [4 (1 - s²)]
b = (133 - 77 s) / [4 (1 - s²)]

Point A satisfies b = log₁₆(8a + 2), or equivalently 4a + 1 = 2^(4b - 1). Substituting a(s) and b(s) into this equation defines f(s) = 4a(s) + 1 - 2^(4b(s) - 1) = 0.

Numerical solution via fsolve yields s ≈ 2. Substituting s = 2 exactly:
a = (77 - 133×2) / [4(1 - 4)] = (-189) / (-12) = 63/4
b = (133 - 77×2) / [4(1 - 4)] = (-21) / (-12) = 7/4

Verification:

  • For A: 4(63/4) + 1 = 64, and 2^(4×7/4 - 1) = 2^6 = 64.
  • c = 2×7/4 = 7/2, d = 2×63/4 = 63/2. For B: 4^(7/2 - 1) - 1/2 = 4^{1.5} - 0.5 = (2^2)^{1.5} - 0.5 = 2^3 - 0.5 = 32 - 0.5 = 31.5 = 63/2.
  • Midpoint: (63/4 + 7/2)/2 = 77/8, (7/4 + 63/2)/2 = 133/8.

Thus, a × b = (63/4) × (7/4) = 441/16. Here, 441 = 3²×7² and 16 = 2⁴ are coprime, so p = 441, q = 16, and p + q = 457. The Python output aligns with these exact values, confirming the result.

Final Model Output
457

Comparative Analysis (P34) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
2473.7
Deepseek-V3.2
678.5
Gemini-3-Pro-Preview
660.7
Solar-Pro-2 (31B)(high)
249.7
Grok-4.1-fast
70.5
A.X-4.0 (72B)
63.6
Llama-VARCO-8B-Instruct
53.0
HCX-007(high)
33.0
Claude-Opus-4.5
31.5
GPT-5.1 (high)
29.2

Avg Token Usage

Deepseek-V3.2
64915.0
Solar-Pro-2 (31B)(high)
19169.0
Grok-4.1-fast
12605.0
A.X-4.0 (72B)
9942.0
Claude-Opus-4.5
9605.0
Gemini-3-Pro-Preview
9226.0
GPT-5.1 (high)
4793.0
HCX-007(high)
4468.0
Llama-VARCO-8B-Instruct
3846.0
EXAONE-4.0.1-32B (high)
2960.0