Problem Analysis #10

21.12s
6,299 toks
Problem Statement

Let R\mathbb{R} denote the set of all real numbers. Let ai,biRa_i, b_i \in \mathbb{R} for i{1,2,3}i \in \{1, 2, 3\}.Define the functions f:RRf: \mathbb{R} \to \mathbb{R}, g:RRg: \mathbb{R} \to \mathbb{R}, and h:RRh: \mathbb{R} \to \mathbb{R} byf(x) = a_1 + 10x + a_2 x^2 + a_3 x^3 + x^4,$$$$g(x) = b_1 + 3x + b_2 x^2 + b_3 x^3 + x^4,$$$$h(x) = f(x+1) - g(x+2).If f(x)eqg(x)f(x) eq g(x) for every xRx \in \mathbb{R}, find the square of the coefficient of x3x^3 in h(x)h(x).\

Ground Truth
16
Execution Trace
Reasoning Process

[THOUGHT] To find the coefficient of (x^3) in (h(x) = f(x+1) - g(x+2)), expand using SymPy. The coefficient will be in terms of (a_3) and (b_3). The condition (f(x) \neq g(x)) for all real (x) implies (f(x) - g(x)) has no real roots. Since (f(x) - g(x) = (a_1 - b_1) + 7x + (a_2 - b_2)x^2 + (a_3 - b_3)x^3), this cubic must have leading coefficient zero (otherwise it has a real root), so (a_3 = b_3). Thus, the (x^3) coefficient in (h(x)) is independent of (a_i, b_i) and equals -4. Its square is 16. Verify the coefficient with SymPy. [/THOUGHT] [PYTHON] from sympy import symbols, expand

a1, a2, a3, b1, b2, b3, x = symbols('a1 a2 a3 b1 b2 b3 x')

f = a1 + 10x + a2x2 + a3*x3 + x4 g = b1 + 3x + b2x2 + b3*x3 + x4

f_shifted = f.subs(x, x+1) g_shifted = g.subs(x, x+2)

h = expand(f_shifted - g_shifted) coeff_x3 = h.coeff(x**3)

print(coeff_x3) [/PYTHON]

Tool Output
[PYTHON OUTPUT] a3 - b3 - 4 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The coefficient of (x^3) in (h(x)) is (a_3 - b_3 - 4). Since (f(x) \neq g(x)) for all real (x), (f(x) - g(x)) is a cubic with no real roots, requiring (a_3 - b_3 = 0). Thus, the coefficient is (-4), and its square is 16. [/THOUGHT] \boxed{16}

Explanation

The reasoning begins by expanding (h(x) = f(x+1) - g(x+2)) using SymPy, which yields the coefficient of (x^3) as (a_3 - b_3 - 4). The condition (f(x) \neq g(x)) for all real (x) means (f(x) - g(x) = (a_1 - b_1) + 7x + (a_2 - b_2)x^2 + (a_3 - b_3)x^3) has no real roots. A cubic polynomial always has at least one real root unless its leading coefficient is zero, so (a_3 - b_3 = 0). Substituting this into the coefficient gives (-4). The square of (-4) is 16, matching the Python output and problem requirements.

Final Model Output
16

Comparative Analysis (P10) (Average across runs)

Avg Time Taken

Deepseek-V3.2
1092.9
Llama-VARCO-8B-Instruct
159.2
Gemini-3-Pro-Preview
64.6
Solar-Pro-2 (31B)(high)
62.7
GPT-5.1 (high)
49.9
HCX-007(high)
39.7
Claude-Opus-4.5
37.8
A.X-4.0 (72B)
33.5
Grok-4.1-fast
21.1
EXAONE-4.0.1-32B (high)
3.7

Avg Token Usage

Deepseek-V3.2
14736.0
Solar-Pro-2 (31B)(high)
10078.0
Gemini-3-Pro-Preview
7774.0
Grok-4.1-fast
6299.0
GPT-5.1 (high)
5982.0
A.X-4.0 (72B)
5683.0
Llama-VARCO-8B-Instruct
5429.0
Claude-Opus-4.5
5411.0
HCX-007(high)
4919.0
EXAONE-4.0.1-32B (high)
3353.0