Problem Analysis #34

31.53s
9,605 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
12
Execution Trace
Reasoning Process

[THOUGHT] Let me analyze this problem step by step.

  1. Point A(a,b)A(a,b) is on the curve y=log16(8x+2)y = \log_{16}(8x + 2), so b=log16(8a+2)b = \log_{16}(8a + 2).

  2. Point BB is on the curve y=4x112y = 4^{x-1} - \frac{1}{2}.

  3. The reflection of AA across the line y=xy = x is the point (b,a)(b, a). This point lies on the line OBOB (the line through the origin and BB).

  4. The midpoint of segment ABAB is (778,1338)\left(\frac{77}{8}, \frac{133}{8}\right).

Let me denote B=(c,d)B = (c, d) where d=4c112d = 4^{c-1} - \frac{1}{2}.

From the midpoint condition:

  • a+c2=778\frac{a + c}{2} = \frac{77}{8}, so a+c=774a + c = \frac{77}{4}
  • b+d2=1338\frac{b + d}{2} = \frac{133}{8}, so b+d=1334b + d = \frac{133}{4}

The reflection (b,a)(b, a) lies on line OBOB, which has slope dc\frac{d}{c}. So: ab=dc\frac{a}{b} = \frac{d}{c}, which means ac=bdac = bd.

Let me also note that y=log16(8x+2)y = \log_{16}(8x + 2) and y=4x112y = 4^{x-1} - \frac{1}{2} might be inverse functions.

Let me check: If y=log16(8x+2)y = \log_{16}(8x + 2), then 16y=8x+216^y = 8x + 2, so x=16y28x = \frac{16^y - 2}{8}.

For the inverse: x=16y28=42y28=42y814x = \frac{16^y - 2}{8} = \frac{4^{2y} - 2}{8} = \frac{4^{2y}}{8} - \frac{1}{4}.

Hmm, let me check if y=4x112y = 4^{x-1} - \frac{1}{2} is the inverse.

If y=4x112y = 4^{x-1} - \frac{1}{2}, then y+12=4x1=4x4y + \frac{1}{2} = 4^{x-1} = \frac{4^x}{4}, so 4x=4(y+12)=4y+24^x = 4(y + \frac{1}{2}) = 4y + 2.

Then x=log4(4y+2)x = \log_4(4y + 2).

So the inverse of y=4x112y = 4^{x-1} - \frac{1}{2} is y=log4(4x+2)y = \log_4(4x + 2).

But we have y=log16(8x+2)y = \log_{16}(8x + 2). Let me convert: log16(8x+2)=log4(8x+2)2\log_{16}(8x + 2) = \frac{\log_4(8x + 2)}{2}.

These aren't quite inverses. Let me solve this system numerically. [/THOUGHT] [PYTHON] from sympy import symbols, log, solve, Rational, Eq, simplify, nsimplify

Define variables

a, b, c, d = symbols('a b c d', real=True, positive=True)

Equations:

1. b = log_16(8a + 2)

2. d = 4^(c-1) - 1/2

3. a + c = 77/4

4. b + d = 133/4

5. ac = bd (from reflection condition)

Let's express everything in terms of a and b

c = 77/4 - a

d = 133/4 - b

From equation 1: 16^b = 8a + 2, so a = (16^b - 2)/8

From equation 2: d + 1/2 = 4^(c-1), so 4^(c-1) = 133/4 - b + 1/2 = 135/4 - b

Let me set up the equations properly

from sympy import log, exp, Rational, symbols, solve, Eq, simplify

a, b = symbols('a b', real=True, positive=True)

c and d in terms of a and b

c = Rational(77, 4) - a d = Rational(133, 4) - b

Equation 1: b = log_16(8a + 2)

This means 16^b = 8a + 2

eq1 = Eq(16**b, 8*a + 2)

Equation 2: d = 4^(c-1) - 1/2

d + 1/2 = 4^(c-1)

eq2 = Eq(d + Rational(1, 2), 4**(c - 1))

Equation 3: ac = bd

eq3 = Eq(a * c, b * d)

Substitute c and d

eq2_sub = eq2.subs([(c, Rational(77, 4) - a), (d, Rational(133, 4) - b)]) eq3_sub = eq3.subs([(c, Rational(77, 4) - a), (d, Rational(133, 4) - b)])

print("Equation 1:", eq1) print("Equation 2 (substituted):", eq2_sub) print("Equation 3 (substituted):", eq3_sub) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Equation 1: Eq(16**b, 8*a + 2) Equation 2 (substituted): Eq(135/4 - b, 4**(73/4 - a)) Equation 3 (substituted): Eq(a*(77/4 - a), b*(133/4 - b)) [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] Let me continue solving this system of equations numerically to find the values of a and b. [/THOUGHT] [PYTHON] from sympy import symbols, solve, Eq, Rational, nsolve, log, N import numpy as np from scipy.optimize import fsolve

Define the system of equations numerically

def equations(vars): a, b = vars c = 77/4 - a d = 133/4 - b

# eq1: 16^b = 8a + 2
eq1 = 16**b - (8*a + 2)

# eq2: d + 1/2 = 4^(c-1)
eq2 = (d + 0.5) - 4**(c - 1)

# eq3: a*c = b*d
eq3 = a*c - b*d

return [eq1, eq3]  # We have 2 unknowns, need 2 equations

But we have 3 equations and 2 unknowns - let me check which two to use

Actually eq1 and eq2 should determine a and b, and eq3 should be automatically satisfied

def equations_v2(vars): a, b = vars c = 77/4 - a d = 133/4 - b

# eq1: 16^b = 8a + 2
eq1 = 16**b - (8*a + 2)

# eq2: d + 1/2 = 4^(c-1)
eq2 = (d + 0.5) - 4**(c - 1)

return [eq1, eq2]

Initial guess

initial_guess = [5, 2] solution = fsolve(equations_v2, initial_guess, full_output=True) a_sol, b_sol = solution[0] print(f"a = {a_sol}, b = {b_sol}")

Verify the solution

c_sol = 77/4 - a_sol d_sol = 133/4 - b_sol print(f"c = {c_sol}, d = {d_sol}")

Check all equations

print(f"Check eq1: 16^b = {16b_sol}, 8a+2 = {8*a_sol + 2}") print(f"Check eq2: d + 0.5 = {d_sol + 0.5}, 4^(c-1) = {4(c_sol - 1)}") print(f"Check eq3: ac = {a_sol * c_sol}, bd = {b_sol * d_sol}")

Calculate a * b

ab = a_sol * b_sol print(f"a * b = {ab}") [/PYTHON]

Tool Output
[PYTHON OUTPUT] a = 15.750000000000123, b = 1.7500000000053924 c = 3.4999999999998774, d = 31.499999999994607 Check eq1: 16^b = 128.0000000019137, 8a+2 = 128.00000000000097 Check eq2: d + 0.5 = 31.999999999994607, 4^(c-1) = 31.999999999994564 Check eq3: a*c = 55.1249999999985, b*d = 55.12500000016042 a * b = 27.562500000085144 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The numerical solution gives us approximately:

  • a = 15.75 = 63/4
  • b = 1.75 = 7/4

Let me verify: a × b = (63/4) × (7/4) = 441/16

So p = 441 and q = 16. Let me check if they are coprime: 441 = 21² = 9 × 49 = 3² × 7², and 16 = 2⁴. They share no common factors, so they are coprime.

Therefore p + q = 441 + 16 = 457. [/THOUGHT]

\boxed{457}

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