Problem Analysis #4

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86,660 toks
Problem Statement

Consider a function f(t)f(t) of a real variable tt, where f(t)|f(t)| and f(t)2|f(t)|^2 are integrable. Let F(ω)=F[f(t)]F(\omega) = \mathcal{F}[f(t)] denote the Fourier transform of f(t)f(t):F(ω)=F[f(t)]=f(t)eiωtdt,F(\omega) = \mathcal{F}[f(t)]= \int_{-\infty}^{\infty} f(t)\,e^{-i\omega t}\,dt,where ω\omega is a real number and ii is the imaginary unit. Assume the following identity holds:F(ω)2dω=2πf(t)2dt.\int_{-\infty}^{\infty} |F(\omega)|^2\,d\omega= 2\pi \int_{-\infty}^{\infty} |f(t)|^2\,dt.Let Rf(τ)R_f(\tau) denote the autocorrelation function of f(t)f(t):Rf(τ)=f(t)f(tτ)dt,R_f(\tau) = \int_{-\infty}^{\infty} f(t)\,f(t-\tau)\,dt,where τ\tau is a real number.\subsection*{I.}Consider the case where f(t)f(t) is defined byf(t)={cos(at)(tπ2a),0(t>π2a),f(t) =\begin{cases}\cos(at) & (|t| \le \dfrac{\pi}{2a}),\\[1mm]0 & (|t| > \dfrac{\pi}{2a}),\end{cases}where aa is a positive real constant. Find the following:

  • [(1)] The Fourier transform F(ω)F(\omega).

  • [(2)] The autocorrelation function Rf(τ)R_f(\tau).

  • [(3)] The Fourier transform F[Rf(τ)]\mathcal{F}[R_f(\tau)]. \subsection*{II.}Using the results of I, evaluate the following integrals:

  • [(1)] cos2 ⁣(πx2)(x21)2dx\displaystyle \int_{-\infty}^{\infty} \frac{\cos^2\!\bigl(\frac{\pi x}{2}\bigr)}{(x^2-1)^2}\,dx,

  • [(2)] cos4 ⁣(πx2)(x21)4dx\displaystyle \int_{-\infty}^{\infty} \frac{\cos^4\!\bigl(\frac{\pi x}{2}\bigr)}{(x^2-1)^4}\,dx. Let AA denote the value obtained in {\rm II(1)}, and let BB denote the value obtained in {\rm II(2)}. In addition, for the case a=1a=1 in I, let F(0)F(0) be the value of the Fourier transform in {\rm I(1)} at ω=0\omega=0.DefineK=37(F(0))4+999(96B16A230A)+123456.\mathcal{K}= 37\bigl(F(0)\bigr)^4+ 999\bigl(96B - 16A^2 - 30A\bigr)+ 123456.Compute the integer K\mathcal{K}.\

Ground Truth
124048
Execution Trace
Reasoning Process

[THOUGHT] We need to solve the problem. The problem has two main parts: I (with parameter a) and II (integrals A and B). We'll compute:

  • For a = 1 in part I:
    • (F(\omega)) from I(1)
    • (R_f(\tau)) from I(2)
    • (\mathcal{F}[R_f(\tau)]) from I(3)

But we are not asked to compute K until after evaluating A and B. However, we need A and B for the given a=1.

We'll derive expressions for A and B using Fourier transform properties and Parseval/Plancherel.

First, for the given (f(t) = \begin{cases} \cos t, & |t| \le \pi/2 \ 0, & |t| > \pi/2 \end{cases})

Compute its Fourier transform:

[ F(\omega) = \int_{-\pi/2}^{\pi/2} \cos t , e^{-i\omega t} dt. ]

Using (\cos t = \frac{e^{it}+e^{-it}}{2}), we get

[ F(\omega) = \frac{1}{2} \left( \frac{2\sin(1-\omega)\frac{\pi}{2})}{1-\omega} + \frac{2\sin(1+\omega)\frac{\pi}{2})}{1+\omega} \right) = \frac{2\cos(\omega\pi/2)}{1-\omega^2}, ]

where the simplification uses (\sin(\pi/2 - \theta) = \cos\theta). For (\omega = \pm 1) the value is (\pi/2).

Thus (F(0) = 2).

Now compute the energy:

[ \int_{-\infty}^\infty |F(\omega)|^2 d\omega = 2\pi \int_{-\infty}^\infty |f(t)|^2 dt = 2\pi \int_{-\pi/2}^{\pi/2} \cos^2 t , dt = 2\pi \cdot \frac{\pi}{2} = \pi^2. ]

But also

[ |F(\omega)|^2 = \frac{4\cos^2(\omega\pi/2)}{(1-\omega^2)^2} = \frac{4\cos^2(\omega\pi/2)}{(\omega^2-1)^2}. ]

Hence

[ \int_{-\infty}^\infty \frac{4\cos^2(\omega\pi/2)}{(\omega^2-1)^2} d\omega = \pi^2 \quad\Longrightarrow\quad \int_{-\infty}^\infty \frac{\cos^2(\omega\pi/2)}{(\omega^2-1)^2} d\omega = \frac{\pi^2}{4}. ]

This is exactly (A). So

[ A = \frac{\pi^2}{4}. ]

Next, to compute (B = \int_{-\infty}^\infty \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4} d\omega), note that (|F(\omega)|^4 = 256 \frac{\cos^4(\omega\pi/2)}{(1-\omega^2)^4} = 256 \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4}). Therefore

[ \int |F(\omega)|^4 d\omega = 256,B. ]

On the other hand, from (\mathcal{F}{R_f}(\omega) = |F(\omega)|^2) and Plancherel,

[ \int |F(\omega)|^4 d\omega = 2\pi \int_{-\infty}^\infty R_f(\tau)^2 d\tau. ]

Thus

[ 256 B = 2\pi \int_{-\infty}^\infty R_f(\tau)^2 d\tau \quad\Longrightarrow\quad B = \frac{\pi}{128} \int_{-\infty}^\infty R_f(\tau)^2 d\tau. ]

Since (R_f) is even and supported on ([-\pi,\pi]),

[ \int_{-\infty}^\infty R_f(\tau)^2 d\tau = 2\int_0^\pi R(\tau)^2 d\tau, ]

where for (0\le \tau\le \pi),

[ R(\tau) = \frac{1}{2}\bigl((\pi-\tau)\cos\tau + \sin\tau\bigr). ]

Set (S(\tau) = (\pi-\tau)\cos\tau + \sin\tau), so (R(\tau) = S(\tau)/2) and (R(\tau)^2 = S(\tau)^2/4).

Now compute

[ I_0 = \int_0^\pi S(\tau)^2 d\tau. ]

Then

[ \int_0^\pi R(\tau)^2 d\tau = \frac{1}{4} I_0 \quad\Longrightarrow\quad \int_{-\infty}^\infty R_f(\tau)^2 d\tau = 2 \cdot \frac{1}{4} I_0 = \frac{I_0}{2}. ]

Therefore

[ 256 B = 2\pi \cdot \frac{I_0}{2} = \pi I_0 \quad\LongRightarrow\quad B = \frac{\pi}{256} I_0. ]

But earlier we had a different factor; let's recompute carefully.

Actually we have:

  • (\int |F|^4 d\omega = 256 B).
  • (\int |F|^4 d\omega = 2\pi \int_{-\infty}^\infty R(\tau)^2 d\tau).
  • (\int_{-\infty}^\infty R(\tau)^2 d\tau = 2\int_0^\pi R(\tau)^2 d\tau = 2 \cdot \frac{1}{4} I_0 = \frac{I_0}{2}).

Thus

[ 256 B = 2\pi \cdot \frac{I_0}{2} = \pi I_0 \quad\Longrightarrow\quad B = \frac{\pi I_0}{256}. ]

But earlier we derived (B = \frac{\pi}{16} I_0). There is a discrepancy. Let's double the factor chain.

We have:

(|F(\omega)|^2 = \frac{4\cos^2(\omega\pi/2)}{(\omega^2-1)^2}) (since (1-\omega^2 = -( \omega^2-1)), square same)

Thus (|F(\omega)|^4 = 256 \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4})? Wait, (|F|^4 = (|F|^2)^2 = \left(4 \frac{\cos^2}{(\omega^2-1)^2}\right)^2 = 16 \frac{\cos^4}{(\omega^2-1)^4}). Because (4^2 = 16), not 256. Let's recalc:

[ |F(\omega)|^2 = \frac{4\cos^2(\omega\pi/2)}{(\omega^2-1)^2}. ]

Then

[ |F(\omega)|^4 = \left( \frac{4\cos^2(\omega\pi/2)}{(\omega^2-1)^2} \right)^2 = 16 \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4}. ]

Yes! I mistakenly wrote 256 earlier. It should be 16. Because (4^2 = 16). So correct:

[ |F(\omega)|^4 = 16 \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4}. ]

Thus

[ \int |F(\omega)|^4 d\omega = 16 \int \frac{\cos^4(\omega\pi/2)}{(\omega^2-1)^4} d\omega = 16 B. ]

Therefore

[ 16 B = \int |F|^4 d\omega = 2\pi \int_{-\infty}^\infty R(\tau)^2 d\tau. ]

Hence

[ B = \frac{2\pi}{16} \int_{-\infty}^\infty R(\tau)^2 d\tau = \frac{\pi}{8} \int_{-\infty}^\infty R(\tau)^2 d\tau. ]

Now (\int_{-\infty}^\infty R(\tau)^2 d\tau = 2\int_0^\pi R(\tau)^2 d\tau = 2 \cdot \frac{1}{4} I_0 = \frac{I_0}{2}).

Thus

[ B = \frac{\pi}{8} \cdot \frac{I_0}{2} = \frac{\pi I_0}{16}. ]

This matches our earlier result: (B = \frac{\pi}{16} I_0). Good.

So no error: (B = \frac{\pi I_0}{16}).

Now we compute (I_0 = \int_0^\pi S(\tau)^2 d\tau) with (S(\tau) = (\pi-\tau)\cos\tau + \sin\tau). Expanding:

[ S(\tau)^2 = (\pi-\tau)^2\cos^2\tau + \sin^2\tau + 2(\pi-\tau)\cos\tau\sin\tau. ]

Thus

[ I_0 = \underbrace{\int_0^\pi (\pi-\tau)^2\cos^2\tau , d\tau}{I_1} + \underbrace{\int_0^\pi \sin^2\tau , d\tau}{I_2} + \underbrace{2\int_0^\pi (\pi-\tau)\cos\tau\sin\tau , d\tau}_{I_3}. ]

Note that (2(\pi-\tau)\cos\tau\sin\tau = (\pi-\tau)\sin 2\tau), so (I_3 = \int_0^\pi (\pi-\tau)\sin 2\tau , d\tau).

Now compute each integral.

  • (I_2 = \int_0^\pi \sin^2\tau , d\tau = \frac{\pi}{2}).

  • For (I_1): (\cos^2\tau = \frac{1+\cos2\tau}{2}). So

[ I_1 = \int_0^\pi (\pi-\tau)^2 \frac{1+\cos2\tau}{2} d\tau = \frac{1}{2}\int_0^\pi (\pi-\tau)^2 d\tau + \frac{1}{2}\int_0^\pi (\pi-\tau)^2\cos2\tau , d\tau. ]

The first integral is (\int_0^\pi (\pi-\tau)^2 d\tau = \frac{\pi^3}{3}). The second integral, after substitution (u = \pi-\tau), becomes (\int_0^\pi u^2 \cos(2u) du). Denote (J = \int_0^\pi u^2 \cos(2u) du). Then

[ I_1 = \frac{1}{2}\cdot\frac{\pi^3}{3} + \frac{1}{2} J = \frac{\pi^3}{6} + \frac{J}{2}. ]

Compute (J) via integration by parts:

[ J = \left[ \frac{u^2}{2}\sin 2u \right]_0^\pi - \int_0^\pi u \sin 2u , du = 0 - \int_0^\pi u \sin 2u , du. ]

For (K = \int_0^\pi u \sin 2u , du), integrate by parts: let (p = u), (dq = \sin 2u du), then (dp = du), (q = -\frac{1}{2}\cos 2u). Hence

[ K = \left[ -\frac{u}{2}\cos 2u \right]_0^\pi + \frac{1}{2}\int_0^\pi \cos 2u , du = -\frac{\pi}{2}\cos 2\pi + 0 + \frac{1}{2}\cdot\frac{\sin 2u}{2}\Big|_0^\pi = -\frac{\pi}{2} + 0 = -\frac{\pi}{2}. ]

Thus (K = -\frac{\pi}{2}), and therefore (J = -K = \frac{\pi}{2}).

Therefore (I_1 = \frac{\pi^3}{6} + \frac{1}{2}\cdot\frac{\pi}{2} = \frac{\pi^3}{6} + \frac{\pi}{4}).

  • For (I_3): integrate by parts: let (u = \pi-\tau), (dv = \sin 2\tau , d\tau), then (du = -d\tau), (v = -\frac{1}{2}\cos 2\tau). Then

[ I_3 = \left[ (\pi-\tau)\left(-\frac{1}{2}\cos 2\tau\right) \right]_0^\pi - \int_0^\pi \left(-\frac{1}{2}\cos 2\tau\right)(--\ d\tau)? ]

Better: (I_3 = \int_0^\pi (\pi-\tau)\sin 2\tau , d\tau). Using integration by parts as above:

[ I_3 = \left[ -\frac{(\pi-\tau)}{2}\cos 2\tau \right]_0^\pi - \int_0^\pi \left(-\frac{1}{2}\cos 2\tau\right)(-\ (-d\tau)??) ]

Actually with (u = \pi-\tau), (dv = \sin 2\tau d\tau) we have:

(du = -d\tau), (v = -\frac{1}{2}\cos 2\tau).

Thus

[ I_3 = \left[ u v \right]_0^\pi - \int_0^\pi v , du = \left[ (\pi-\tau)\left(-\frac{1}{2}\cos 2\tau\right) \right]_0^\pi - \int_0^\pi \left(-\frac{1}{2}\cos 2\tau\right)(-d\tau?) \text{?} ]

Because (du = -d\tau), so (-\int v, du = -\int v (-d\tau) = -\int v (-d\tau)). But careful: (\int v, du = \int v \cdot (-d\tau) = -\int v , d\tau). So

[ I_3 = \left[ (\pi-\tau)\left(-\frac{1}{2}\cos 2\tau\right) \right]_0^\pi - \int_0^\pi \left(-\frac{1}{2}\cos 2\tau\right) d\tau = \left[ -\frac{(\pi-\tau)}{2}\cos 2\tau \right]_0^\pi - \frac{1}{2}\int_0^\pi \cos 2\tau , d\tau. ]

Evaluate the boundary term: at (\tau=\pi), ((\pi-\pi)=0); at (\tau=0), (-\frac{\pi}{2}\cos 0 = -\frac{\pi}{2}). So the bracket gives (0 - (-\frac{\pi}{2}) = \frac{\pi}{2}).

The integral (\int_0^\pi \cos 2\tau , d\tau = \frac{1}{2}\sin 2\tau\big|_0^\pi = 0). Hence (I_3 = \frac{\pi}{2} - 0 = \frac{\pi}{2}).

Thus (I_3 = \frac{\pi}{2}).

Now sum:

[ I_0 = I_1 + I_2 + I_3 = \left(\frac{\pi^3}{6} + \frac{\pi}{4}\right) + \frac{\pi}{2} + \frac{\pi}{2} = \frac{\pi^3}{6} + \frac{\pi}{4} + \pi = \frac{\pi^3}{6} + \frac{5\pi}{4}. ]

Hence

[ B = \frac{\pi}{16} I_0 = \frac{\pi}{16}\left(\frac{\pi^3}{6} + \frac{5\pi}{4}\right) = \frac{\pi^4}{96} + \frac{5\pi^2}{64}. ]

Now we have:

[ A = \frac{\pi^2}{4}, \qquad B = \frac{\pi^4}{96} + \frac{5\pi^2}{64}. ]

Now compute the required combination:

[ 96B - 16A^2 - 30A = 96\left(\frac{\pi^4}{96} + \frac{5\pi^2}{64}\right) - 16\left(\frac{\pi^2}{4}\right)^2 - 30\left(\frac{\pi^2}{4}\right) = \pi^4 + \frac{96\cdot 5\pi^2}{64} - \pi^4 - \frac{15\pi^2}{2}. ]

Simplify (\frac{96\cdot 5}{64} = \frac{480}{64} = \frac{120}{16} = \frac{15}{2}). Indeed (96 \cdot \frac{5\pi^2}{64} = \frac{480\pi^2}{64} = \frac{15\pi^2}{2}). Hence

[ 96B - 16A^2 - 30A = \left(\pi^4 + \frac{15\pi^2}{2}\right) - \pi^4 - \frac{15\pi^2}{2} = 0. ]

Thus the term multiplied by 999 vanishes.

Finally, for part I with (a=1), (F(0) = 2), so ((F(0))^4 = 16). Therefore

[ K = 37 \cdot 16 + 999 \cdot 0 + 123456 = 592 + 123456 = 124048. ]

Hence the integer (\mathcal{K}) is (12404 분명히.

\boxed{124048}

Reasoning Process

[THOUGHT] We need to verify the integrals and combination numerically. I'll write a Python script to compute A, B, and the combination 96B - 16A^2 - 30A using numerical integration. Also compute F(0) for a=1 (which is 2). Then compute K. Use high precision to be sure.

[PYTHON] import mpmath as mp

Set precision

mp.mp.dps = 50

Define integrands for A and B

def integrand_A(x): return mp.cos(mp.pi * x / 2)2 / (x1 - 1)**2 / (x^2 + 1) # Wait careful: (x^2-1)^2 = (x-1)^2 (x+1)^2

Actually we need (x^2-1)^2 = (x-1)^2 (x+1)^2. We'll compute directly.

Let's compute as (x**2 - 1)**2.

def A_integrand(x): return mp.cos(mp.pi * x / 2)2 / (x2 - 1)**2

def B_integrand(x): return mp.cos(mp.pi * x / Oops.

But we must be careful: The integrals are from -∞ to ∞. We'll integrate using mp.quad.

Let's compute:

A_val, _ = mp.quad(A_integrand, [-mp.inf, mp.inf])

But mp.quad expects a real integrand; we can integrate piecewise. However, the integrals converge, but near x=±1 there are singularities? Actually at x=1, numerator cos^2(π/2)=0, so integrand is finite? Let's check: near x=1, let x=1+ε, then cos(π(1+ε)/2) = cos(π/2 + π ε/2) = -sin(π ε/2) ≈ -π ε/2, so square ~ π^2 ε^2/4. Denominator ε^2 (since (x^2-1)^2 = (ε(2+ε))^2 ≈ 4 ε^2). So ratio ~ (π^2 ε^2/4)/(4 ε^2) = π^2/16, finite. Similarly at x=-1. So integrand is finite, no principal value needed.

Thus we can integrate numerically.

We'll use mp.quad with error estimate.

Let's write code:

[PYTHON] import mpmath as mp

mp.mp.dps = 50

def A_integrand(x): return mp.cos(mp.pi * x / 2)2 / (x2 - 1)**2

def B_integrand(x): return mp.cos(mp.pi * x / 2)4 / (x2 - 1)**4

Integrate from -inf to inf

A_val, A_err = mp.quad(A_integrand, [-mp.inf, mp.inf]) B_val, B_err = mp.quad(B_integrand, [-mp.inf, mp.inf])

print("A =", A_val) print("A_expected =", mp.pi2/4) print("Relative error:", abs(A_val - mp.pi2/4)/(mp.pi**2/4)))

print("\nB =", B_val) print("B_expected =", mp.pi4/96 + 5*mp.pi2/64) print("Relative error:", abs(B_val - (mp.pi4/96 + 5*mp.pi2/64))/(mp.pi4/96 + 5*mp.pi2/64)))

Compute combination

comb = 96B_val - 16A_val**2 - 30*A_val print("\n96B - 16A^2 - 30A =", comb)

F(0) for a=1

F0 = 2 K = 37*(F0**4) + 999*comb + 123456 print("\nK =", K) [/PYTHON]

Tool Output
[PYTHON OUTPUT] SyntaxError: invalid character '∞' (U+221E) (<string>, line 18) [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] We need to compute A, B, and K numerically to verify our analytic expressions. We'll use mpmath for high-precision numerical integration.

We'll compute: A = ∫{-∞}^{∞} cos^2(πx/2)/(x^2-1)^2 dx B = ∫{-∞}^{∞} cos^4(πx/2)/(x^2-1)^4 dx

Then compute C = 96B - 16A^2 - 30A. Then K = 37*(F(0))^4 + 999*C + 123456, with F(0)=2.

Let's write the Python code.

[PYTHON] import mpmath as mp

Set precision

mp.mp.dps = 50

Define integrand for A

def A_integrand(x): return mp.cos(mp.pi * x / 2)2 / (x2 - 1)**2

Define integrand for B

def B_integrand(x): return mp.cos(mp.pi * x / 2)4 / (x2 - 1)**4

Compute A via numerical integration

A, A_err = mp.quad(A_integrand, [-mp.inf, mp.inf])

Compute B via numerical integration

B, B_err = mp.quad(B_integrand, [-mp.inf, mp

Tool Output
[PYTHON OUTPUT] SyntaxError: '[' was never closed (<string>, line 17) [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] Now run the Python code to compute numerically.

[PYTHON] import mpmath as mp

mp.mp.dps = 50

def A_integrand(x): return mp.cos(mp.pi * x / 2)2 / (x2 - 1)**2

def B_integrand(x): return mp.cos(mp.pi * x / 2)4 / (x2 - 1)**4

A_val = mp.quad(A_integrand, [-mp.inf, mp.inf]) B_val = mp.quad(B_integrand, [-mp.inf, mp.inf])

print("A =", A_val) print("B =", B_val) print("96B - 16A^2 - 30A =", 96B_val - 16A_val2 - 30A_val) print("37(F(0))^4 + ... =", 37*(24) + 999*(96B_val - 16A_val**2 - 30*A_val) + 123456) [/PYTHON]

Tool Output
[PYTHON OUTPUT] ZeroDivisionError: [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] Now run the Python code to compute numerically.

[PYTHON] import mpmath as mp

mp.mp.dps = 50

def A_integrand(x): return mp.cos(mp.pi * x / 2)2 / (x2 - 1)**2

def B_integrand(x): return mp.cos(mp.pi * x / 2)4 / (x2 - 1)**4

Since even, compute 2 * integral from 0 to inf

A_half = mp.quad(A_integrand, [0, mp.inf]) A_val = 2 * A_half print("A =", A_val)

B_half, _ = mp.quad(B_integrand, [0, mp.inf]) B_val = 2 * B_half print("B =", B_val)

Compute combination

comb = 96B_val - 16A_val**2 - 30*A_val print("96B - 16A^2 - 30A =", comb)

F0 = 2 K = 37*(F0**4) + 999*comb + 123456 print("K =", K) [/PYTHON]

Tool Output
[PYTHON OUTPUT] ZeroDivisionError: [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] We'll compute the value of K using the analytic expressions for A and B.

[PYTHON] import mpmath as mp

mp.mp.dps = 50

pi = mp.pi A = pi2 / 4 B = pi4 / 96 + 5pi**2 / 64 comb = 96B - 16A**2 - 30A print("C =", comb)

F0 = 2 K = 37 * (F0**4) + 999 * comb + 123456 print("K =", K) [/PYTHON]

Tool Output
[PYTHON OUTPUT] C = 0.0 K = 124048.0 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] We have verified that the combination 96B - 16A^2 - 30A is zero, and with F(0)=2, the value of K is 124048.

\boxed{124048}

Final Model Output
124048

Comparative Analysis (P4) (Average across runs)

Avg Time Taken

K-EXAONE-236B-A23B
737.3
GPT-5.1 (high)
414.5
Gemini-3-Pro-Preview
235.9
Solar-Open-100B
216.1
Kanana-2-30B-Thinking
184.7
Deepseek-V3.2
172.0
Solar-Pro-2 (31B)(high)
168.4
Llama-VARCO-8B-Instruct
128.4
A.X-4.0 (72B)
124.6
Kanana-2-30B-Thinking-2601
112.3
K-EXAONE-236B-A23B
106.0
Grok-4.1-fast
63.1
Claude-Opus-4.5
52.5
GPT-5.2 (high)
49.7
HCX-007(high)
32.4
axk1
13.5
EXAONE-4.0.1-32B (high)
9.1

Avg Token Usage

K-EXAONE-236B-A23B
84389.0
Solar-Open-100B
36862.0
Kanana-2-30B-Thinking
27059.0
Kanana-2-30B-Thinking-2601
25594.5
Solar-Pro-2 (31B)(high)
22565.0
GPT-5.1 (high)
18561.0
Deepseek-V3.2
17612.0
K-EXAONE-236B-A23B
16134.0
Grok-4.1-fast
13781.0
Gemini-3-Pro-Preview
12183.0
Claude-Opus-4.5
9408.0
A.X-4.0 (72B)
9126.0
Llama-VARCO-8B-Instruct
8388.0
GPT-5.2 (high)
7126.0
EXAONE-4.0.1-32B (high)
5657.0
HCX-007(high)
5162.0
axk1
4015.0