Problem Analysis #10

GPT-5.2 (high) · Run 1

26.36s
4,136 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} by

f(x)=a1+10x+a2x2+a3x3+x4,f(x) = a_1 + 10x + a_2 x^2 + a_3 x^3 + x^4, g(x)=b1+3x+b2x2+b3x3+x4,g(x) = b_1 + 3x + b_2 x^2 + b_3 x^3 + x^4, h(x)=f(x+1)g(x+2).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] We need the coefficient of x^3 in h(x)=f(x+1)-g(x+2). The condition is f(x)≠g(x) for all real x, so f-g has no real zeros. Since f and g share x^4 term, f(x)-g(x) is at most cubic; but any real cubic must have a real root unless its leading coefficient is 0. Hence a3=b3. Then compute the x^3 coefficient in h(x) and square it. [/THOUGHT] [PYTHON] import sympy as sp

x=sp.Symbol('x', real=True) a1,a2,a3,b1,b2,b3=sp.symbols('a1 a2 a3 b1 b2 b3', real=True)

f = a1 + 10x + a2x2 + a3*x3 + x4 g = b1 + 3x + b2x2 + b3*x3 + x4 h = sp.expand(f.subs(x, x+1) - g.subs(x, x+2))

coeff_x3 = sp.expand(h).coeff(x,3) print("h(x) =", h) print("coeff of x^3 =", coeff_x3)

apply necessary condition for f(x) != g(x) for all real x

coeff_x3_conditioned = sp.simplify(coeff_x3.subs({a3:b3})) print("coeff of x^3 under a3=b3 =", coeff_x3_conditioned) print("square =", sp.expand(coeff_x3_conditioned**2)) [/PYTHON]

Tool Output
[PYTHON OUTPUT] h(x) = a1 + a2*x**2 + 2*a2*x + a2 + a3*x**3 + 3*a3*x**2 + 3*a3*x + a3 - b1 - b2*x**2 - 4*b2*x - 4*b2 - b3*x**3 - 6*b3*x**2 - 12*b3*x - 8*b3 - 4*x**3 - 18*x**2 - 21*x - 11 coeff of x^3 = a3 - b3 - 4 coeff of x^3 under a3=b3 = -4 square = 16 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] From the verified expansion, the coefficient of x3x^3 in h(x)h(x) is a3b34a_3-b_3-4. The condition f(x)g(x)f(x)\ne g(x) for all real xx forces a3=b3a_3=b_3, so the coefficient is 4-4, whose square is 1616.

16\boxed{16}
Final Model Output
16

Comparative Analysis (P10) (Average across runs)

Avg Time Taken

Deepseek-V3.2
1092.9
K-EXAONE-236B-A23B
340.4
Solar-Open-100B
214.8
Llama-VARCO-8B-Instruct
159.2
Kanana-2-30B-Thinking-2601
66.1
Gemini-3-Pro-Preview
64.6
Kanana-2-30B-Thinking
64.2
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
K-EXAONE-236B-A23B
30.5
GPT-5.2 (high)
26.4
Grok-4.1-fast
21.1
EXAONE-4.0.1-32B (high)
3.7

Avg Token Usage

K-EXAONE-236B-A23B
39,291
Solar-Open-100B
30,892
Kanana-2-30B-Thinking-2601
14,832
Deepseek-V3.2
14,736
Kanana-2-30B-Thinking
10,891
Solar-Pro-2 (31B)(high)
10,078
Gemini-3-Pro-Preview
7,774
Grok-4.1-fast
6,299
GPT-5.1 (high)
5,982
K-EXAONE-236B-A23B
5,848
A.X-4.0 (72B)
5,683
Llama-VARCO-8B-Instruct
5,429
Claude-Opus-4.5
5,411
HCX-007(high)
4,919
GPT-5.2 (high)
4,136
EXAONE-4.0.1-32B (high)
3,353