Problem Analysis #17

Grok-4.1-fast · Run 1

23.54s
8,530 toks
Problem Statement

Let aa and bb be real numbers such that

limx01x3(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] To solve this, I will use SymPy to compute the Taylor series expansions of the integral and xcosxx \cos x up to sufficient order, form the expression inside the limit, extract the coefficients of xx and x3x^3, set the coefficient of xx to zero (for the limit to exist), set the coefficient of x3x^3 to 2, solve for aa and bb, compute a+ba + b, then 100(a+b)2100(a + b)^2. [/THOUGHT] [PYTHON] from sympy import *

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

Compute the integral

integral = integrate(1/(1 - t**2), (t, 0, x)) print('Integral series:') print(series(integral, x, 0, 6))

x cos x series

xcos = x * cos(x) print('x cos x series:') print(series(xcos, x, 0, 6))

The expression inside

expr = (a/2) * integral + b * xcos

Series of expr

series_expr = series(expr, x, 0, 6) print('Series of expr:') print(series_expr)

Extract coefficients

coeff_x = series_expr.coeff(x) coeff_x3 = series_expr.coeff(x**3)

print('Coeff of x:', coeff_x) print('Coeff of x^3:', coeff_x3)

Solve system: coeff_x = 0, coeff_x3 = 2

solutions = solve([coeff_x, coeff_x3 - 2], [a, b]) print('Solutions:', solutions)

Compute a + b

if solutions: sol_a, sol_b = solutions[0] a_plus_b = sol_a + sol_b result = 100 * (a_plus_b)**2 print('100(a + b)^2 =', result) print('Numerical value:', float(result)) [/PYTHON]

Tool Output
[PYTHON OUTPUT] KeyError: 0 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The KeyError occurs because coeff() on a series with O() term fails for low orders. Remove the O term using .removeO() before extracting coefficients. [/THOUGHT] [PYTHON] from sympy import *

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

Integral

integral = integrate(1/(1 - t**2), (t, 0, x))

x cos x

xcos = x * cos(x)

Expression

expr = (a/2) * integral + b * xcos

Series up to x^5 (order 6)

series_expr = series(expr, x, 0, 6).removeO()

print('Series expr:', series_expr)

Coefficients

coeff_x1 = series_expr.coeff(x) coeff_x3 = series_expr.coeff(x**3)

print('Coeff x^1:', coeff_x1) print('Coeff x^3:', coeff_x3)

Solve coeff_x1 == 0, coeff_x3 == 2

eq1 = coeff_x1 eq2 = coeff_x3 - 2 sols = solve([eq1, eq2], [a, b]) print('Solutions:', sols)

if sols: a_sol, b_sol = sols[a], sols[b] ab_sum = a_sol + b_sol result = 100 * ab_sum**2 print('a + b =', ab_sum) print('100(a+b)^2 =', result) print('Numerical:', N(result)) [/PYTHON]

Tool Output
[PYTHON OUTPUT] Series expr: x**5*(a/10 + b/24) + x**3*(a/6 - b/2) + x*(a/2 + b) Coeff x^1: a/2 + b Coeff x^3: a/6 - b/2 Solutions: {a: 24/5, b: -12/5} a + b = 12/5 100(a+b)^2 = 576 Numerical: 576.000000000000 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms 100(a+b)2=576100(a + b)^2 = 576. [/THOUGHT] 576\boxed{576}

Explanation

The reasoning follows the limit condition by expanding the expression in Taylor series around x=0 up to order 5, ensuring the limit as x approaches 0 of the given fraction equals 2. This requires the series of the numerator, a20x11t2dt+bxcosx\frac{a}{2} \int_0^x \frac{1}{1-t^2} \, dt + b x \cos x, to have its constant, x, and x^2 terms vanish, with the x^3 coefficient set to 2 (since divided by x^3).

SymPy computes the integral 0x11t2dt\int_0^x \frac{1}{1-t^2} \, dt, which expands to x+x33+x55+O(x7)x + \frac{x^3}{3} + \frac{x^5}{5} + O(x^7). The term xcosxx \cos x expands to xx36+x5120+O(x7)x - \frac{x^3}{6} + \frac{x^5}{120} + O(x^7).

The full expression's series is then a2(x+x33+x55)+b(xx36+x5120)+O(x7)\frac{a}{2} (x + \frac{x^3}{3} + \frac{x^5}{5}) + b (x - \frac{x^3}{6} + \frac{x^5}{120}) + O(x^7), simplifying to:

  • Coefficient of x: a2+b\frac{a}{2} + b
  • Coefficient of x^3: a6b2\frac{a}{6} - \frac{b}{2}

Set a2+b=0\frac{a}{2} + b = 0 and a6b2=2\frac{a}{6} - \frac{b}{2} = 2. Solving yields a=245a = \frac{24}{5}, b=125b = -\frac{12}{5}, so a+b=125a + b = \frac{12}{5}. Thus, 100(a+b)2=100(125)2=10014425=576100(a + b)^2 = 100 \left(\frac{12}{5}\right)^2 = 100 \cdot \frac{144}{25} = 576, as verified by the Python output.

Final Model Output
576

Comparative Analysis (P17) (Average across runs)

Avg Time Taken

Solar-Open-100B
632.5
K-EXAONE-236B-A23B
317.1
Llama-VARCO-8B-Instruct
57.7
Deepseek-V3.2
51.0
Kanana-2-30B-Thinking
41.5
K-EXAONE-236B-A23B
38.6
HCX-007(high)
38.3
Kanana-2-30B-Thinking-2601
33.1
Gemini-3-Pro-Preview
30.4
Solar-Pro-2 (31B)(high)
27.4
GPT-5.2 (high)
24.4
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

K-EXAONE-236B-A23B
42,879
Grok-4.1-fast
8,530
Solar-Open-100B
7,810
Kanana-2-30B-Thinking-2601
7,015
Kanana-2-30B-Thinking
6,949
Solar-Pro-2 (31B)(high)
5,828
GPT-5.2 (high)
5,763
Gemini-3-Pro-Preview
5,699
Deepseek-V3.2
5,224
GPT-5.1 (high)
4,873
K-EXAONE-236B-A23B
4,597
EXAONE-4.0.1-32B (high)
4,374
HCX-007(high)
4,370
Claude-Opus-4.5
3,675
A.X-4.0 (72B)
2,081
Llama-VARCO-8B-Instruct
1,031