Problem Analysis #34

28.81s
5,068 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] Set A(a,b) on y=log_16(8x+2) so 8a+2=16^b. Let B(c,d) on y=4^{x-1}-1/2. Midpoint conditions give c=77/4-a and d=133/4-b. Reflection A'=(b,a) lies on line OB, so (b,a) is collinear with (c,d), i.e. ac=bd. Solve the resulting system and compute a*b as a reduced fraction. [/THOUGHT] [PYTHON] import sympy as sp

a,b = sp.symbols('a b', positive=True) c = sp.Rational(77,4) - a d = sp.Rational(133,4) - b

eq1 = sp.Eq(8a + 2, 16b) # A on log curve eq2 = sp.Eq(d, 4(c-1) - sp.Rational(1,2)) # B on exp curve eq3 = sp.Eq(ac, b*d) # collinearity condition

Use nsolve to find the solution in the first quadrant

sol = sp.nsolve([eq1, eq2, eq3], [a,b], [15.7, 1.7], tol=1e-30, maxsteps=100, prec=80) sol_a = sp.nsimplify(sol[0]) sol_b = sp.nsimplify(sol[1]) prod = sp.nsimplify(sol_asol_b) p, q = sp.fraction(sp.together(prod)) p, q = int(p), int(q) print("a,b =", sol_a, sol_b) print("ab =", prod) print("p+q =", p+q) [/PYTHON][THOUGHT] Set A(a,b) on y=log_16(8x+2) so 8a+2=16^b. Let B(c,d) on y=4^{x-1}-1/2. Midpoint conditions give c=77/4-a and d=133/4-b. Reflection A'=(b,a) lies on line OB, so (b,a) is collinear with (c,d), i.e. ac=bd. Solve the resulting system and compute a*b as a reduced fraction. [/THOUGHT] [PYTHON] import sympy as sp

a,b = sp.symbols('a b', positive=True) c = sp.Rational(77,4) - a d = sp.Rational(133,4) - b

eq1 = sp.Eq(8a + 2, 16b) # A on log curve eq2 = sp.Eq(d, 4(c-1) - sp.Rational(1,2)) # B on exp curve eq3 = sp.Eq(ac, b*d) # collinearity condition

sol = sp.nsolve([eq1, eq2, eq3], [a,b], [15.7, 1.7], tol=1e-30, maxsteps=100, prec=80) sol_a = sp.nsimplify(sol[0]) sol_b = sp.nsimplify(sol[1]) prod = sp.nsimplify(sol_asol_b) p, q = sp.fraction(sp.together(prod)) p, q = int(p), int(q) print("a,b =", sol_a, sol_b) print("ab =", prod) print("p+q =", p+q) [/PYTHON]

Tool Output
[PYTHON OUTPUT] a,b = 63/4 7/4 a*b = 441/16 p+q = 457 [/PYTHON OUTPUT] [PYTHON OUTPUT] a,b = 63/4 7/4 a*b = 441/16 p+q = 457 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] From the Python output, (a=\frac{63}{4}), (b=\frac{7}{4}), so (ab=\frac{441}{16}) and (p+q=457). \boxed{457}

Final Model Output
457

Comparative Analysis (P34) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
2473.7
K-EXAONE-236B-A23B
873.9
Deepseek-V3.2
678.5
Gemini-3-Pro-Preview
660.7
Solar-Pro-2 (31B)(high)
249.7
Grok-4.1-fast
70.5
Kanana-2-30B-Thinking
65.9
Solar-Open-100B
64.0
A.X-4.0 (72B)
63.6
Kanana-2-30B-Thinking-2601
63.0
Llama-VARCO-8B-Instruct
53.0
K-EXAONE-236B-A23B
51.8
HCX-007(high)
33.0
Claude-Opus-4.5
31.5
GPT-5.1 (high)
29.2
GPT-5.2 (high)
28.8
axk1
16.4

Avg Token Usage

K-EXAONE-236B-A23B
86423.3
Deepseek-V3.2
64915.0
K-EXAONE-236B-A23B
37158.0
Solar-Pro-2 (31B)(high)
19169.0
Kanana-2-30B-Thinking-2601
14140.0
Grok-4.1-fast
12605.0
Kanana-2-30B-Thinking
12441.0
Solar-Open-100B
11522.0
A.X-4.0 (72B)
9942.0
Claude-Opus-4.5
9605.0
Gemini-3-Pro-Preview
9226.0
GPT-5.2 (high)
5068.0
GPT-5.1 (high)
4793.0
HCX-007(high)
4468.0
axk1
4187.0
Llama-VARCO-8B-Instruct
3846.0
EXAONE-4.0.1-32B (high)
2960.0