Problem Analysis #9

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3,312 toks
Problem Statement

Consider the 10$$\times$$ 10 real symmetric matrix

A=[20101010101010101010102010101010101010101010201010101010101010101020101010101010101010102010101010101010101010201010101010101010101020101010101010101010102010101010101010101010201010101010101010101020].A = \left[ \begin{array}{cccccccccc} 20 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10\\ 10 & 20 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10\\ 10 & 10 & 20 & 10 & 10 & 10 & 10 & 10 & 10 & 10\\ 10 & 10 & 10 & 20 & 10 & 10 & 10 & 10 & 10 & 10\\ 10 & 10 & 10 & 10 & 20 & 10 & 10 & 10 & 10 & 10\\ 10 & 10 & 10 & 10 & 10 & 20 & 10 & 10 & 10 & 10\\ 10 & 10 & 10 & 10 & 10 & 10 & 20 & 10 & 10 & 10\\ 10 & 10 & 10 & 10 & 10 & 10 & 10 & 20 & 10 & 10\\ 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 20 & 10\\ 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 10 & 20 \end{array} \right].

Calculate

N:=det(A).N := \det(A).
Ground Truth
110000000000
Execution Trace
Reasoning Process

[THOUGHT] I need to calculate the determinant of a 10×10 matrix where all diagonal entries are 20 and all off-diagonal entries are 10. This matrix can be written as A = 10J + 10I where J is the all-ones matrix and I is the identity matrix. Let me compute this determinant using Python. [/THOUGHT] [PYTHON] import numpy as np

Create the 10x10 matrix

n = 10 A = np.full((n, n), 10) # All entries are 10 np.fill_diagonal(A, 20) # Diagonal entries are 20

Calculate determinant

det_A = np.linalg.det(A) print(f"Determinant (float): {det_A}") print(f"Determinant (rounded): {round(det_A)}") [/PYTHON]

Tool Output
[PYTHON OUTPUT] Determinant (float): 109999999999.99947 Determinant (rounded): 110000000000 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The determinant of the matrix A is 110000000000. This can also be verified analytically: the matrix A = 10I + 10J where J is the all-ones matrix. The eigenvalues of J are n=10 (with multiplicity 1) and 0 (with multiplicity n-1=9). So the eigenvalues of A are 10 + 10×10 = 110 (multiplicity 1) and 10 + 10×0 = 10 (multiplicity 9). The determinant is 110 × 10^9 = 110000000000. [/THOUGHT]

\boxed{110000000000}

Final Model Output
110000000000

Comparative Analysis (P9) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
1180.7
Deepseek-R1-distill-Qwen-32B (high)
114.5
Gemma-3-27B
91.9
Llama-VARCO-8B-Instruct
68.8
Solar-Pro-2 (31B)(high)
30.2
Gemini-3-Pro-Preview
24.9
Deepseek-V3.2
19.3
HCX-007(high)
16.9
Grok-4.1-fast
14.3
A.X-4.0 (72B)
13.9
GPT-oss-20B (high)
11.5
Claude-Opus-4.5
9.4
Qwen3-30B-A3B-2507
8.5
GPT-5.1 (high)
6.9

Avg Token Usage

EXAONE-4.0.1-32B (high)
25940.7
Llama-VARCO-8B-Instruct
12475.0
Solar-Pro-2 (31B)(high)
6433.3
Gemini-3-Pro-Preview
4874.3
Gemma-3-27B
4846.0
Grok-4.1-fast
4259.3
Deepseek-R1-distill-Qwen-32B (high)
4045.7
A.X-4.0 (72B)
3684.7
Deepseek-V3.2
3590.0
Claude-Opus-4.5
3365.3
GPT-oss-20B (high)
3077.7
Qwen3-30B-A3B-2507
2697.0
GPT-5.1 (high)
2694.7
HCX-007(high)
1782.3