Problem Analysis #4

GLM-4.5-Air · Run 2

181.99s
10,353 toks
Problem Statement

Let C\mathcal{C} be a binary code defined as

C={(\mboxTr(u),(\mboxTr(ux+vx6))x∈F217∗,\mboxTr(v)) : u,v∈F217},\mathcal{C}=\{(\mbox{Tr}(u), (\mbox{Tr}(ux+vx^6))_{x\in\mathbb{F}_{2^{17}}^*}, \mbox{Tr}(v))~:~u, v\in \mathbb{F}_{2^{17}}\},

where \mboxTr:F217→F2\mbox{Tr}:\mathbb{F}_{2^{17}}\to \mathbb{F}_2 is the trace map.

Let dd be the minimum distance of C\mathcal{C} and AiA_i be the number of codewords of weight ii.

Compute Ad+Ad+1+Ad+2A_d + A_{d+1} + A_{d+2}.

Ground Truth
4311711616
Execution Trace
Reasoning Process

[THOUGHT] This problem involves a binary code defined over the finite field F217\mathbb{F}_{2^{17}}. The code C\mathcal{C} is constructed using the trace function \mboxTr\mbox{Tr}. A codeword in C\mathcal{C} is a tuple of three parts:

  1. \mboxTr(u)\mbox{Tr}(u), where u∈F217u \in \mathbb{F}_{2^{17}}.
  2. A sequence (\mboxTr(ux+vx6))x∈F217∗(\mbox{Tr}(ux + vx^6))_{x \in \mathbb{F}_{2^{17}}^*}, which is a vector of length 217−12^{17}-1.
  3. \mboxTr(v)\mbox{Tr}(v), where v∈F217v \in \mathbb{F}_{2^{17}}.

The total length of a codeword is 1+(217−1)+1=217+11 + (2^{17} - 1) + 1 = 2^{17} + 1.

The minimum distance dd of a code is the smallest Hamming weight of any non-zero codeword. The weight of a codeword is the number of non-zero components in its tuple representation.

To find dd, we need to analyze the structure of the code. This code is related to the Kasami code, a well-known class of linear codes. The Kasami code is defined as: K={(\mboxTr(ux+vx6))x∈F217∗:u,v∈F217}\mathcal{K} = \{(\mbox{Tr}(ux + vx^6))_{x \in \mathbb{F}_{2^{17}}^*} : u, v \in \mathbb{F}_{2^{17}}\}. The minimum distance of the Kasami code K\mathcal{K} is known to be 6⋅2⌊(17−1)/2⌋=6⋅28=6⋅256=15366 \cdot 2^{\lfloor (17-1)/2 \rfloor} = 6 \cdot 2^8 = 6 \cdot 256 = 1536.

Our code C\mathcal{C} can be seen as an extension of the Kasami code. We add two more components: \mboxTr(u)\mbox{Tr}(u) and \mboxTr(v)\mbox{Tr}(v). Let's analyze the weight of a codeword c=(\mboxTr(u),(\mboxTr(ux+vx6))x∈F217∗,\mboxTr(v))c = (\mbox{Tr}(u), (\mbox{Tr}(ux + vx^6))_{x \in \mathbb{F}_{2^{17}}^*}, \mbox{Tr}(v)). The weight is w(c)=w(\mboxTr(u))+w((\mboxTr(ux+vx6))x∈F217∗)+w(\mboxTr(v))w(c) = w(\mbox{Tr}(u)) + w((\mbox{Tr}(ux + vx^6))_{x \in \mathbb{F}_{2^{17}}^*}) + w(\mbox{Tr}(v)). Since \mboxTr(u)\mbox{Tr}(u) and \mboxTr(v)\mbox{Tr}(v) are single bits in F2\mathbb{F}_2, their weights are either 0 or 1. So, w(c)=δ(\mboxTr(u))+wK(u,v)+δ(\mboxTr(v))w(c) = \delta(\mbox{Tr}(u)) + w_K(u,v) + \delta(\mbox{Tr}(v)), where δ(b)=1\delta(b)=1 if b≠0b \neq 0 and δ(b)=0\delta(b)=0 otherwise, and wK(u,v)w_K(u,v) is the weight of the Kasami codeword corresponding to (u,v)(u,v).

The minimum distance dd of C\mathcal{C} is the minimum weight of any non-zero codeword. A codeword is zero if and only if u=0u=0 and v=0v=0. So we need to find the minimum weight for (u,v)≠(0,0)(u,v) \neq (0,0).

Let's consider different cases for (u,v)(u,v):

  1. Case u=0,v≠0u=0, v \neq 0: The codeword is c=(0,(\mboxTr(vx6))x∈F217∗,\mboxTr(v))c = (0, (\mbox{Tr}(vx^6))_{x \in \mathbb{F}_{2^{17}}^*}, \mbox{Tr}(v)). The weight is w(c)=0+wK(0,v)+δ(\mboxTr(v))w(c) = 0 + w_K(0,v) + \delta(\mbox{Tr}(v)). The sequence (\mboxTr(vx6))x∈F217∗(\mbox{Tr}(vx^6))_{x \in \mathbb{F}_{2^{17}}^*} is a monomial bent function. Its weight is 216−2⌊16/2⌋=216−28=65536−256=652802^{16} - 2^{\lfloor 16/2 \rfloor} = 2^{16} - 2^8 = 65536 - 256 = 65280. So, w(c)=65280+δ(\mboxTr(v))w(c) = 65280 + \delta(\mbox{Tr}(v)). Since v≠0v \neq 0, \mboxTr(v)\mbox{Tr}(v) can be 0 or 1. The minimum weight in this case is 6528065280.

  2. Case u≠0,v=0u \neq 0, v=0: The codeword is c=(\mboxTr(u),(\mboxTr(ux))x∈F217∗,0)c = (\mbox{Tr}(u), (\mbox{Tr}(ux))_{x \in \mathbb{F}_{2^{17}}^*}, 0). The weight is w(c)=δ(\mboxTr(u))+wK(u,0)+0w(c) = \delta(\mbox{Tr}(u)) + w_K(u,0) + 0. The sequence (\mboxTr(ux))x∈F217∗(\mbox{Tr}(ux))_{x \in \mathbb{F}_{2^{17}}^*} is a linear function. Its weight is 2162^{16}. So, w(c)=δ(\mboxTr(u))+216w(c) = \delta(\mbox{Tr}(u)) + 2^{16}. Since u≠0u \neq 0, \mboxTr(u)\mbox{Tr}(u) can be 0 or 1. The minimum weight in this case is 216=655362^{16} = 65536.

  3. Case u≠0,v≠0u \neq 0, v \neq 0: The codeword is c=(\mboxTr(u),(\mboxTr(ux+vx6))x∈F217∗,\mboxTr(v))c = (\mbox{Tr}(u), (\mbox{Tr}(ux + vx^6))_{x \in \mathbb{F}_{2^{17}}^*}, \mbox{Tr}(v)). The weight is w(c)=δ(\mboxTr(u))+wK(u,v)+δ(\mboxTr(v))w(c) = \delta(\mbox{Tr}(u)) + w_K(u,v) + \delta(\mbox{Tr}(v)). The minimum weight of the Kasami part wK(u,v)w_K(u,v) for u,v≠0u,v \neq 0 is 15361536. The terms δ(\mboxTr(u))\delta(\mbox{Tr}(u)) and δ(\mboxTr(v))\delta(\mbox{Tr}(v)) are either 0 or 1. So, the weight in this case is at least 1536+0+0=15361536 + 0 + 0 = 1536.

Comparing the minimum weights from the three cases:

  • Case 1: 6528065280
  • Case 2: 6553665536
  • Case 3: 15361536

The smallest of these is 15361536. This is the minimum distance dd of the code C\mathcal{C}. So, d=1536d = 1536.

Now we need to compute Ad+Ad+1+Ad+2=A1536+A1537+A1538A_d + A_{d+1} + A_{d+2} = A_{1536} + A_{1537} + A_{1538}. AiA_i is the number of codewords of weight ii.

Let's analyze the weights again.

  • For u=0,v≠0u=0, v \neq 0: w(c)=65280+δ(\mboxTr(v))w(c) = 65280 + \delta(\mbox{Tr}(v)). This gives weights 6528065280 or 6528165281. These are much larger than d=1536d=1536.
  • For u≠0,v=0u \neq 0, v=0: w(c)=δ(\mboxTr(u))+65536w(c) = \delta(\mbox{Tr}(u)) + 65536. This gives weights 6553665536 or 6553765537. These are also much larger than d=1536d=1536.
  • For u≠0,v≠0u \neq 0, v \neq 0: w(c)=δ(\mboxTr(u))+wK(u,v)+δ(\mboxTr(v))w(c) = \delta(\mbox{Tr}(u)) + w_K(u,v) + \delta(\mbox{Tr}(v)).

The minimum weight d=1536d=1536 is achieved in the third case. This happens when wK(u,v)=1536w_K(u,v) = 1536 (the minimum weight for the Kasami code) and δ(\mboxTr(u))=0\delta(\mbox{Tr}(u)) = 0 and δ(\mboxTr(v))=0\delta(\mbox{Tr}(v)) = 0. This means:

  1. (u,v)(u,v) must be a minimum weight codeword of the Kasami code K\mathcal{K}.
  2. \mboxTr(u)=0\mbox{Tr}(u) = 0.
  3. \mboxTr(v)=0\mbox{Tr}(v) = 0.

The number of such pairs (u,v)(u,v) is A1536A_{1536} for the code C\mathcal{C}. Let NK(1536)N_K(1536) be the number of minimum weight codewords in the Kasami code K\mathcal{K}. Let NC(1536)N_{\mathcal{C}}(1536) be the number of pairs (u,v)(u,v) with u,v≠0u,v \neq 0, wK(u,v)=1536w_K(u,v)=1536, \mboxTr(u)=0\mbox{Tr}(u)=0, and \mboxTr(v)=0\mbox{Tr}(v)=0.

The number of elements u∈F217u \in \mathbb{F}_{2^{17}} with \mboxTr(u)=0\mbox{Tr}(u)=0 is 2162^{16}. The number of elements with \mboxTr(u)≠0\mbox{Tr}(u) \neq 0 is also 2162^{16}. The number of elements u∈F217∗u \in \mathbb{F}_{2^{17}}^* with \mboxTr(u)=0\mbox{Tr}(u)=0 is 216−12^{16}-1. The number of elements with \mboxTr(u)≠0\mbox{Tr}(u) \neq 0 is 2162^{16}.

Let's assume the minimum weight codewords of the Kasami code are equidistributed with respect to the trace of their uu and vv components. This is a common property for such well-structured codes. Let NK(1536)=NN_K(1536) = N. Let Nu=0N_{u=0} be the number of these codewords with u=0u=0. Let Nv=0N_{v=0} be the number with v=0v=0. If u=0u=0, the codeword is (\mboxTr(vx6))x∈F217∗(\mbox{Tr}(vx^6))_{x \in \mathbb{F}_{2^{17}}^*}. Its weight is 65280≠153665280 \neq 1536. So Nu=0=0N_{u=0} = 0. Similarly, if v=0v=0, the codeword is (\mboxTr(ux))x∈F217∗(\mbox{Tr}(ux))_{x \in \mathbb{F}_{2^{17}}^*}. Its weight is 65536≠153665536 \neq 1536. So Nv=0=0N_{v=0} = 0. This means all NN minimum weight Kasami codewords have u≠0u \neq 0 and v≠0v \neq 0.

Let N\mboxTr(u)=0N_{\mbox{Tr}(u)=0} be the number of minimum weight Kasami codewords with \mboxTr(u)=0\mbox{Tr}(u)=0. Let N\mboxTr(v)=0N_{\mbox{Tr}(v)=0} be the number with \mboxTr(v)=0\mbox{Tr}(v)=0. By the equidistribution assumption, N\mboxTr(u)=0=N/2N_{\mbox{Tr}(u)=0} = N/2 and N\mboxTr(v)=0=N/2N_{\mbox{Tr}(v)=0} = N/2. The number of minimum weight Kasami codewords with both \mboxTr(u)=0\mbox{Tr}(u)=0 and \mboxTr(v)=0\mbox{Tr}(v)=0 is N/4N/4. So, A1536=N/4A_{1536} = N/4.

Now let's find NN, the number of minimum weight codewords in the Kasami code K\mathcal{K}. The Kasami code K\mathcal{K} is a [217−1,34,1536][2^{17}-1, 34, 1536] linear code. The number of minimum weight codewords for the Kasami code is known. For the Kasami code of type 1, K(m)\mathcal{K}(m), with parameters [2m−1,2m,3⋅2m−1−2⌊(m−1)/2⌋][2^m-1, 2m, 3 \cdot 2^{m-1}-2^{\lfloor (m-1)/2 \rfloor}], the number of minimum weight codewords is 22m−2m+12^{2m} - 2^{m+1}. Our code has m=17m=17. The minimum distance is 3⋅216−28=3⋅65536−256=196608−256=1963523 \cdot 2^{16} - 2^8 = 3 \cdot 65536 - 256 = 196608 - 256 = 196352. This does not match our d=1536d=1536. The code in the problem is the "Dual of the Kasami code" or "Kasami code of type 2". Its parameters are [2m−1,2m,6⋅2⌊(m−1)/2⌋][2^m-1, 2m, 6 \cdot 2^{\lfloor (m-1)/2 \rfloor}]. For m=17m=17, this gives [131071,34,1536][131071, 34, 1536], which matches our analysis. The number of minimum weight codewords for this code is 22m−2m+12^{2m} - 2^{m+1}. For m=17m=17, this is N=234−218N = 2^{34} - 2^{18}.

So, A1536=N/4=(234−218)/4=232−216A_{1536} = N/4 = (2^{34} - 2^{18}) / 4 = 2^{32} - 2^{16}.

Now let's find A1537A_{1537}. A codeword has weight 15371537 if its Kasami part has weight 15361536 and the sum of the trace bits is 11. This can happen in two ways:

  1. wK(u,v)=1536w_K(u,v) = 1536, \mboxTr(u)=0\mbox{Tr}(u)=0, \mboxTr(v)≠0\mbox{Tr}(v) \neq 0.
  2. wK(u,v)=1536w_K(u,v) = 1536, \mboxTr(u)≠0\mbox{Tr}(u) \neq 0, \mboxTr(v)=0\mbox{Tr}(v)=0.

The number of codewords for case 1 is N\mboxTr(u)=0,\mboxTr(v)≠0=N/4N_{\mbox{Tr}(u)=0, \mbox{Tr}(v) \neq 0} = N/4. The number for case 2 is N\mboxTr(u)≠0,\mboxTr(v)=0=N/4N_{\mbox{Tr}(u) \neq 0, \mbox{Tr}(v)=0} = N/4. So, A1537=N/4+N/4=N/2=(234−218)/2=233−217A_{1537} = N/4 + N/4 = N/2 = (2^{34} - 2^{18}) / 2 = 2^{33} - 2^{17}.

Finally, let's find A1538A_{1538}. A codeword has weight 15381538 if its Kasami part has weight 15361536 and the sum of the trace bits is 22. This happens when: wK(u,v)=1536w_K(u,v) = 1536, \mboxTr(u)≠0\mbox{Tr}(u) \neq 0, \mboxTr(v)≠0\mbox{Tr}(v) \neq 0. The number of such codewords is N\mboxTr(u)≠0,\mboxTr(v)≠0=N/4N_{\mbox{Tr}(u) \neq 0, \mbox{Tr}(v) \neq 0} = N/4. So, A1538=N/4=(234−218)/4=232−216A_{1538} = N/4 = (2^{34} - 2^{18}) / 4 = 2^{32} - 2^{16}.

Now we can compute the sum: Ad+Ad+1+Ad+2=A1536+A1537+A1538A_d + A_{d+1} + A_{d+2} = A_{1536} + A_{1537} + A_{1538} =(232−216)+(233−217)+(232−216)= (2^{32} - 2^{16}) + (2^{33} - 2^{17}) + (2^{32} - 2^{16}) =2⋅232+233−2⋅216−217= 2 \cdot 2^{32} + 2^{33} - 2 \cdot 2^{16} - 2^{17} =233+233−217−217= 2^{33} + 2^{33} - 2^{17} - 2^{17} =2⋅233−2⋅217= 2 \cdot 2^{33} - 2 \cdot 2^{17} =234−218= 2^{34} - 2^{18}.

Let's calculate the final value. 234=171798691842^{34} = 17179869184 218=2621442^{18} = 262144 234−218=17179869184−262144=171796070402^{34} - 2^{18} = 17179869184 - 262144 = 17179607040.

I will write a Python script to verify these calculations. [/THOUGHT] [PYTHON]

Define the parameters

m = 17 d = 6 * (2 ** ((m - 1) // 2)) # Minimum distance

Number of minimum weight codewords in the Kasami code

N_kasami_min_weight = (2 ** (2 * m)) - (2 ** (m + 1))

Calculate A_d, A_{d+1}, A_{d+2}

A_d = N/4

A_d = N_kasami_min_weight // 4

A_{d+1} = N/2

A_d_plus_1 = N_kasami_min_weight // 2

A_{d+2} = N/4

A_d_plus_2 = N_kasami_min_weight // 4

Calculate the sum

sum_A = A_d + A_d_plus_1 + A_d_plus_2

Print the results

print(f"Minimum distance d = {d}") print(f"Number of min weight Kasami codewords N = {N_kasami_min_weight}") print(f"A_d = {A_d}") print(f"A_{{d+1}} = {A_d_plus_1}") print(f"A_{{d+2}} = {A_d_plus_2}") print(f"A_d + A_{{d+1}} + A_{{d+2}} = {sum_A}")

Direct calculation of the sum

sum_direct = (2 ** (2 * m)) - (2 ** (m + 1)) print(f"Direct calculation of sum: 2^{{2m}} - 2^{{m+1}} = {sum_direct}")

Final numerical value

final_value = (2 ** 34) - (2 ** 18) print(f"Final numerical value: 2^34 - 2^18 = {final_value}") [/PYTHON]

Tool Output
[PYTHON OUTPUT] Minimum distance d = 1536 Number of min weight Kasami codewords N = 17179607040 A_d = 4294901760 A_{d+1} = 8589803520 A_{d+2} = 4294901760 A_d + A_{d+1} + A_{d+2} = 17179607040 Direct calculation of sum: 2^{2m} - 2^{m+1} = 17179607040 Final numerical value: 2^34 - 2^18 = 17179607040 [/PYTHON OUTPUT]
Reasoning Process

[THOUGHT] The Python output confirms the analytical derivation. The minimum distance dd is 1536. The number of minimum weight codewords in the Kasami code is N=234−218N = 2^{34} - 2^{18}. The number of codewords in C\mathcal{C} of weights dd, d+1d+1, and d+2d+2 are N/4N/4, N/2N/2, and N/4N/4 respectively. Their sum is N/4+N/2+N/4=NN/4 + N/2 + N/4 = N. The Python calculation shows N=17179607040N = 17179607040, which is equal to 234−2182^{34} - 2^{18}. This matches the direct calculation. [/THOUGHT] 17179607040\boxed{17179607040}

Final Model Output
17179607040

Comparative Analysis (P4) (Average across runs)

Avg Time Taken

K-EXAONE-236B-A23B
547.6
Solar-Open-100B
344.0
GPT-5.2 (high)
315.6
Gemini-3-Pro-Preview
296.2
GLM-4.5-Air
128.0
Kanana-2-30B-Thinking
123.3
Kanana-2-30B-Thinking-2601
110.5
Solar-Pro 2
68.4
HCX-007
23.0
EXAONE-4.0-32B
6.2

Avg Token Usage

K-EXAONE-236B-A23B
78,440
Solar-Open-100B
47,923
Gemini-3-Pro-Preview
27,446
Kanana-2-30B-Thinking-2601
20,770
Kanana-2-30B-Thinking
20,659
GPT-5.2 (high)
17,667
Solar-Pro 2
14,060
GLM-4.5-Air
8,795
EXAONE-4.0-32B
4,211
HCX-007
2,904