Problem Analysis #17

15.16s
3,675 toks
Problem Statement

Let aa and bb be real numbers such thatlimx01x3(a20x11t2dt+bxcosx)=2.\lim_{x \to 0} \frac{1}{x^3} \left( \frac{a}{2} \int_0^x \frac{1}{1-t^2}\, dt + bx\cos x \right) = 2.Find the value of 100(a+b)2100(a + b)^2.\

Ground Truth
576
Execution Trace
Reasoning Process

[THOUGHT] I need to find the values of aa and bb such that the given limit equals 2. Let me first expand the integrand and the cosine function using Taylor series around x=0x = 0.

The integral 0x11t2dt\int_0^x \frac{1}{1-t^2} dt can be computed. We know that 11t2=1(1t)(1+t)=12(11t+11+t)\frac{1}{1-t^2} = \frac{1}{(1-t)(1+t)} = \frac{1}{2}\left(\frac{1}{1-t} + \frac{1}{1+t}\right).

So 0x11t2dt=12(ln(1t)+ln(1+t))0x=12ln(1+x1x)\int_0^x \frac{1}{1-t^2} dt = \frac{1}{2}\left(-\ln(1-t) + \ln(1+t)\right)\Big|_0^x = \frac{1}{2}\ln\left(\frac{1+x}{1-x}\right).

Now I need to expand this as a Taylor series around x=0x = 0.

Also, cosx=1x22+x424...\cos x = 1 - \frac{x^2}{2} + \frac{x^4}{24} - ...

So xcosx=xx32+x524...x \cos x = x - \frac{x^3}{2} + \frac{x^5}{24} - ...

Let me use sympy to compute the Taylor expansion and find aa and bb. [/THOUGHT] [PYTHON] from sympy import symbols, integrate, cos, series, limit, ln, simplify, Rational

x, t, a, b = symbols('x t a b')

Compute the integral

integrand = 1 / (1 - t**2) integral = integrate(integrand, (t, 0, x)) print("Integral:", integral)

The expression inside the limit

expr = (a/2) * integral + b * x * cos(x) print("Expression:", expr)

Divide by x^3

expr_over_x3 = expr / x**3

Expand as a series around x = 0

series_expansion = series(expr_over_x3, x, 0, n=4) print("Series expansion:", series_expansion) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Integral: -log(x - 1)/2 + log(x + 1)/2 + I*pi/2 Expression: a*(-log(x - 1)/2 + log(x + 1)/2 + I*pi/2)/2 + b*x*cos(x) Series expansion: (a/2 + b)/x**2 + x**2*(a/10 + b/24) - b/2 + a/6 + O(x**4) [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] From the series expansion, I can see that: 1x3(a20x11t2dt+bxcosx)=a/2+bx2+a6b2+O(x2)\frac{1}{x^3}\left(\frac{a}{2}\int_0^x \frac{1}{1-t^2}dt + bx\cos x\right) = \frac{a/2 + b}{x^2} + \frac{a}{6} - \frac{b}{2} + O(x^2)

For the limit to exist and equal 2 as x0x \to 0, the coefficient of 1x2\frac{1}{x^2} must be zero (otherwise the limit would be infinite), and the constant term must equal 2.

So I have two equations:

  1. a2+b=0\frac{a}{2} + b = 0 (coefficient of 1/x21/x^2 must be 0)
  2. a6b2=2\frac{a}{6} - \frac{b}{2} = 2 (constant term equals 2)

From equation 1: b=a2b = -\frac{a}{2}

Substituting into equation 2: a612(a2)=2\frac{a}{6} - \frac{1}{2}\left(-\frac{a}{2}\right) = 2 a6+a4=2\frac{a}{6} + \frac{a}{4} = 2 2a+3a12=2\frac{2a + 3a}{12} = 2 5a12=2\frac{5a}{12} = 2 a=245a = \frac{24}{5}

Then b=a2=125b = -\frac{a}{2} = -\frac{12}{5}

So a+b=245125=125a + b = \frac{24}{5} - \frac{12}{5} = \frac{12}{5}

Therefore 100(a+b)2=100(125)2=10014425=1440025=576100(a + b)^2 = 100 \cdot \left(\frac{12}{5}\right)^2 = 100 \cdot \frac{144}{25} = \frac{14400}{25} = 576 [/THOUGHT]

\boxed{576}

Final Model Output
576

Comparative Analysis (P17) (Average across runs)

Avg Time Taken

Llama-VARCO-8B-Instruct
57.7
Deepseek-V3.2
51.0
HCX-007(high)
38.3
Gemini-3-Pro-Preview
30.4
Solar-Pro-2 (31B)(high)
27.4
GPT-5.1 (high)
23.9
Grok-4.1-fast
23.5
A.X-4.0 (72B)
21.9
Claude-Opus-4.5
15.2
EXAONE-4.0.1-32B (high)
7.2

Avg Token Usage

Grok-4.1-fast
8530.0
Solar-Pro-2 (31B)(high)
5828.0
Gemini-3-Pro-Preview
5699.0
Deepseek-V3.2
5224.0
GPT-5.1 (high)
4873.0
EXAONE-4.0.1-32B (high)
4374.0
HCX-007(high)
4370.0
Claude-Opus-4.5
3675.0
A.X-4.0 (72B)
2081.0
Llama-VARCO-8B-Instruct
1031.0