Problem Analysis #6

11.06s
9,149 toks
Problem Statement

\subsection*{I.}Find the general solution y(x)y(x) of the following differential equation:dydx=y(1y),\frac{dy}{dx} = y(1-y),where 0<y<10 < y < 1.\subsection*{II.}Find the value of the definite integralI=11arccos(x2)cos2(π3x)dx,I = \int_{-1}^{1} \frac{\arccos\left(\dfrac{x}{2}\right)}{\cos^2\left(\dfrac{\pi}{3}x\right)} \, dx,where 0 $$\leq$$ \arccos\left(\dfrac{x}{2}\right) $$\leq$$ $$\pi$$$.\subsection*{III.}For any positive variable x, define$$f(x) = \sum_{m=0}^{\infty} \frac{1}{(2m)!} x^{2m},\qquadg(x) = \frac{d}{dx} f(x).$$For any non-negative integer n$, defineIn(x)=0x(g(X)f(X))ndX.I_n(x) = \int_0^x \left(\frac{g(X)}{f(X)}\right)^n \, dX.You may useexp(x)=m=0xmm!.\exp(x) = \sum_{m=0}^{\infty} \frac{x^m}{m!}.

  • [(1)] Calculate f(x)2g(x)2f(x)^2 - g(x)^2.
  • [(2)] Express In+2(x)I_{n+2}(x) using In(x)I_n(x). \subsection*{IV. Final quantity}Let y(x)y_*(x) be the solution of the differential equation in {\rm I} that satisfiesy(0)=12,y_*(0) = \frac{1}{2},and definea:=y(ln3).a := y_*(\ln 3).In {\rm II}, let II be the value of the definite integral. In {\rm III}, letx0=ln(2+3),\qquadF0:=f(x0),G0:=g(x0).x_0 = \ln(2+\sqrt{3}),\qquadF_0 := f(x_0),\quad G_0 := g(x_0).DefineS:=4a+IG0+F0,K:=999S2+7.S := 4a + \frac{I}{G_0} + F_0,\qquad\mathcal{K} := 999\,S^2 + 7.Compute the integer K\mathcal{K}.\
Ground Truth
63943
Execution Trace
Reasoning Process

[THOUGHT] I need to solve this multi-part problem step by step. Let's start with part I, which is solving the differential equation dy/dx = y(1-y). This is a separable differential equation. I'll solve it using separation of variables and then verify the solution using Python. [/THOUGHT] [PYTHON] from sympy import symbols, Function, dsolve, Eq, log x = symbols('x') y = Function('y')(x) ode = Eq(y.diff(x), y*(1 - y)) solution = dsolve(ode, y) print(solution) [/PYTHON]

[THOUGHT] Now, for part II, I need to evaluate the definite integral I = ∫_{-1}^{1} arccos(x/2)/cos²(πx/3) dx. This looks complex, but perhaps substitution or symmetry can help. I'll attempt to compute it numerically first to get an idea. [/THOUGHT] [PYTHON] from sympy import symbols, integrate, acos, cos, pi x = symbols('x') integrand = acos(x/2) / (cos(pi*x/3)**2) integral = integrate(integrand, (x, -1, 1)) print(integral) [/PYTHON]

[THOUGHT] For part III, I need to work with the functions f(x) and g(x). First, I recognize that f(x) is the Taylor series expansion of the hyperbolic cosine function, cosh(x). Then g(x) is its derivative, which is sinh(x). I'll verify this and then proceed to compute f(x)^2 - g(x)^2 and find the recurrence relation for I_{n+2}(x). [/THOUGHT] [PYTHON] from sympy import symbols, sinh, cosh, integrate, exp x = symbols('x') f = cosh(x) g = sinh(x) part1 = f2 - g2 print(part1) [/PYTHON]

[THOUGHT] Now, I need to find the recurrence relation for I_{n+2}(x). Given that f(x)^2 - g(x)^2 = 1, I can use this identity to relate I_{n+2}(x) to I_n(x). I'll derive the relation and then verify it. [/THOUGHT] [PYTHON]

Since f^2 - g^2 = 1, we can write (g/f)^2 = 1 - (f/g)^2, but this might not directly help.

Alternatively, note that d/dx (g/f) = (fg' - gf') / f^2 = (f^2 + g^2)/f^2 = 1 + (g/f)^2

But I need to find a recurrence for I_{n+2}(x) = ∫ (g/f)^{n+2} dx.

Let me think differently: I_{n+2}(x) = ∫ (g/f)^n * (g/f)^2 dx = ∫ (g/f)^n * (1 - f^2/g^2) dx, but this seems circular.

Perhaps integration by parts or substitution is needed. For now, I'll proceed to part IV.

[/THOUGHT]

[THOUGHT] For part IV, I need to compute the final quantity K. First, I'll find y_(x) from part I with y_(0) = 1/2. Then compute a = y_*(ln 3). Next, use the integral I from part II and the values F_0 and G_0 from part III at x_0 = ln(2 + sqrt(3)). Finally, compute S and K. [/THOUGHT] [PYTHON] from sympy import log, exp, sqrt, N

Part I: Solve y(0) = 1/2

C1 = symbols('C1') general_solution = solution.rhs particular_solution = general_solution.subs(C1, log(1/2 / (1 - 1/2))) a = particular_solution.subs(x, log(3))

Part II: Integral I

I_value = integral

Part III: x_0 = ln(2 + sqrt(3))

x0 = log(2 + sqrt(3)) F0 = cosh(x0) G0 = sinh(x0)

Compute S

S = 4*a + I_value/G0 + F0 K = 999 * S**2 + 7 K_evaluated = N(K) print(K_evaluated) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Eq(y(x), 1/(C1*exp(-x) + 1)) [/PYTHON OUTPUT] [PYTHON OUTPUT] Integral(acos(x/2)/cos(pi*x/3)**2, (x, -1, 1)) [/PYTHON OUTPUT] [PYTHON OUTPUT] -sinh(x)**2 + cosh(x)**2 [/PYTHON OUTPUT] [PYTHON OUTPUT] SyntaxError: unterminated string literal (detected at line 9) (<string>, line 9) [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python code for part IV had a syntax error. I need to fix it by properly defining the symbols and expressions. Let me correct the code and rerun it to compute the final quantity K. [/THOUGHT] [PYTHON] from sympy import symbols, log, exp, sqrt, N, Integral, acos, cos, pi, cosh, sinh x = symbols('x') C1 = symbols('C1')

Part I: Solve y(0) = 1/2

general_solution = 1 / (C1*exp(-x) + 1) particular_solution = general_solution.subs(C1, log(1/2 / (1 - 1/2))) a = particular_solution.subs(x, log(3))

Part II: Integral I

integrand = acos(x/2) / (cos(pi*x/3)**2) I_value = Integral(integrand, (x, -1, 1)).doit()

Part III: x_0 = ln(2 + sqrt(3))

x0 = log(2 + sqrt(3)) F0 = cosh(x0) G0 = sinh(x0)

Compute S

S = 4*a + I_value/G0 + F0 K = 999 * S**2 + 7 K_evaluated = N(K) print(K_evaluated) [/PYTHON]

Tool Output
[PYTHON OUTPUT] 80926.0000000000 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The final computed value of (\mathcal{K}) is 80926.0000000000, which is an integer. Thus, the answer is: [/THOUGHT] \boxed{80926}

Final Model Output
80926

Comparative Analysis (P6) (Average across runs)

Avg Time Taken

GPT-5.1 (high)
57.7
HCX-007(high)
55.6
Llama-VARCO-8B-Instruct
54.7
Deepseek-V3.2
48.3
Gemini-3-Pro-Preview
47.6
A.X-4.0 (72B)
45.4
Solar-Pro-2 (31B)(high)
40.2
Grok-4.1-fast
29.0
Claude-Opus-4.5
20.6
EXAONE-4.0.1-32B (high)
11.1

Avg Token Usage

HCX-007(high)
10581.0
EXAONE-4.0.1-32B (high)
9149.0
Solar-Pro-2 (31B)(high)
9027.0
GPT-5.1 (high)
8547.0
Grok-4.1-fast
8351.0
Gemini-3-Pro-Preview
7889.0
A.X-4.0 (72B)
7410.0
Claude-Opus-4.5
5887.0
Deepseek-V3.2
5395.0
Llama-VARCO-8B-Instruct
1716.0