Problem Analysis #34

660.72s
9,226 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

The problem asks us to find the product a×ba \times b for a point A(a,b)A(a,b) on the curve y=log16(8x+2)y = \log_{16}(8x+2) such that, along with a point B(c,d)B(c,d) on y=4x10.5y = 4^{x-1} - 0.5, the midpoint of ABAB is (778,1338)(\frac{77}{8}, \frac{133}{8}) and the reflection of AA across y=xy=x lies on the line OBOB.

Let's define the equations based on the problem statement:

  1. b=log16(8a+2)b = \log_{16}(8a + 2)
  2. d=4c10.5d = 4^{c-1} - 0.5
  3. Midpoint condition: a+c2=778    a+c=774=19.25\frac{a+c}{2} = \frac{77}{8} \implies a + c = \frac{77}{4} = 19.25
  4. Midpoint condition: b+d2=1338    b+d=1334=33.25\frac{b+d}{2} = \frac{133}{8} \implies b + d = \frac{133}{4} = 33.25
  5. Reflection condition: The reflection of A(a,b)A(a,b) across y=xy=x is A(b,a)A'(b,a). Since AA' lies on OBOB (which passes through the origin), the slopes of OAOA' and OBOB must be equal. Slope OA=a/bOA' = a/b. Slope OB=d/cOB = d/c. Thus, a/b=d/c    ac=bda/b = d/c \implies ac = bd.

We have a system of 5 equations with 4 unknowns (a,b,c,da, b, c, d). This implies the system is overdetermined, but since the problem asks for a solution, we assume a valid solution exists. I will use Python to solve this system numerically.

[PYTHON] import numpy as np from scipy.optimize import fsolve

def equations(vars): a, b, c, d = vars

# Eq 1: A on curve 1
# b = log16(8a + 2) -> 16^b = 8a + 2
eq1 = b - np.log(8*a + 2) / np.log(16)

# Eq 2: B on curve 2
# d = 4^(c-1) - 0.5
eq2 = d - (4**(c - 1) - 0.5)

# Eq 3: Midpoint x
eq3 = a + c - 19.25

# Eq 4: Midpoint y
eq4 = b + d - 33.25

# Eq 5: Collinearity (Reflection condition)
eq5 = a*c - b*d

return [eq1, eq2, eq3, eq4] 
# Note: fsolve expects N equations for N unknowns. 
# I will solve using the first 4 and check the 5th, 
# or try to minimize the sum of squares of all 5.

def solve_system(): # Initial guess # a + c = 19.25. Let a = 10, c = 9.25 # b + d = 33.25. Let b = 2, d = 31.25 x0 = [10, 2, 9.25, 31.25]

# Using least_squares to handle 5 equations for 4 unknowns
from scipy.optimize import least_squares

def fun(vars):
    a, b, c, d = vars
    eq1 = b - np.log(8*a + 2) / np.log(16)
    eq2 = d - (4**(c - 1) - 0.5)
    eq3 = a + c - 19.25
    eq4 = b + d - 33.25
    eq5 = a*c - b*d
    return [eq1, eq2, eq3, eq4, eq5]
    
res = least_squares(fun, x0, bounds=([0,0,0,0], [np.inf, np.inf, np.inf, np.inf]))
return res.x, res.fun

sol, errors = solve_system() print("Solution:", sol) print("Errors:", errors) print("Product a*b:", sol[0] * sol[1])

Let's verify the fraction

a, b, c, d = sol print(f"a={a}, b={b}, c={c}, d={d}") print(f"ac = {ac}, bd = {bd}") [/PYTHON]

Tool Output
[PYTHON OUTPUT] Solution: [15.75 1.75 3.5 31.5 ] Errors: [-1.65423231e-13 -2.58602029e-11 -9.23705556e-13 6.38067377e-12 5.89750471e-13] Product a*b: 27.56249999999391 a=15.749999999998344, b=1.7499999999997973, c=3.5000000000007314, d=31.500000000006583 ac = 55.12500000000573, bd = 55.12500000000514 [/PYTHON OUTPUT]
Reasoning Process

The coordinates of point AA are (a,b)(a,b) and point BB are (c,d)(c,d). From the Python output, we found the solution: a=15.75=634a = 15.75 = \frac{63}{4} b=1.75=74b = 1.75 = \frac{7}{4} c=3.5=144=72c = 3.5 = \frac{14}{4} = \frac{7}{2} d=31.5=1264=632d = 31.5 = \frac{126}{4} = \frac{63}{2}

We verified that these values satisfy all the given conditions:

  1. AA is on y=log16(8x+2)y = \log_{16}(8x+2): log16(8(15.75)+2)=log16(128)=log24(27)=74=1.75=b\log_{16}(8(15.75)+2) = \log_{16}(128) = \log_{2^4}(2^7) = \frac{7}{4} = 1.75 = b.
  2. BB is on y=4x10.5y = 4^{x-1} - 0.5: 43.510.5=42.50.5=320.5=31.5=d4^{3.5-1} - 0.5 = 4^{2.5} - 0.5 = 32 - 0.5 = 31.5 = d.
  3. Midpoint of ABAB is (a+c2,b+d2)=(19.252,33.252)=(778,1338)(\frac{a+c}{2}, \frac{b+d}{2}) = (\frac{19.25}{2}, \frac{33.25}{2}) = (\frac{77}{8}, \frac{133}{8}).
  4. Reflection of A(a,b)A(a,b) across y=xy=x is A(b,a)A'(b,a). AA' lies on OBOB implies slopes are equal: ab=dc    ac=bd\frac{a}{b} = \frac{d}{c} \implies ac = bd. ac=15.75×3.5=55.125ac = 15.75 \times 3.5 = 55.125. bd=1.75×31.5=55.125bd = 1.75 \times 31.5 = 55.125.

The problem asks for a×ba \times b. a×b=634×74=44116a \times b = \frac{63}{4} \times \frac{7}{4} = \frac{441}{16}. Thus, p=441p = 441 and q=16q = 16. pp and qq are coprime since 441=3272441 = 3^2 \cdot 7^2 and 16=2416 = 2^4. The value p+q=441+16=457p+q = 441 + 16 = 457.

\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