Problem Analysis #8

67.00s
7,293 toks
Problem Statement

Let n=24n=24. We consider the family F\mathcal{F} of all linear subspaces C{0,1}24C \subseteq \{0,1\}^{24} that satisfy the following three conditions:

  • The dimension of CC is 12.

  • The Hamming weight of every vector in CC is a multiple of 4.

  • The vector 1=(1,1,,1)\mathbf{1} = (1, 1, \dots, 1) is contained in CC.

For any CFC \in \mathcal{F}, let Ak(C)A_k(C) denote the number of vectors in CC having Hamming weight kk. It is a known theoretical result that the weight distribution sequence (A0(C),A1(C),,A24(C))(A_0(C), A_1(C), \dots, A_{24}(C)) for any CFC \in \mathcal{F} can be uniquely expressed as a linear combination of the weight distributions of two fixed "basis" codes, C1C_1 and C2C_2, which are also in F\mathcal{F}.

The basis codes are defined as follows:

  • \textbf{Code C1C_1}: The weight enumerator polynomial WC1(x,y)=vC1x24wt(v)ywt(v)W_{C_1}(x, y) = \sum_{v \in C_1} x^{24-\text{wt}(v)} y^{\text{wt}(v)} is given by:

    WC1(x,y)=(x8+14x4y4+y8)3W_{C_1}(x, y) = \left( x^8 + 14x^4y^4 + y^8 \right)^3
  • \textbf{Code C2C_2}: This code has no vectors of weight 4 (i.e., A4(C2)=0A_4(C_2) = 0) and has exactly 759 vectors of weight 8 (i.e., A8(C2)=759A_8(C_2) = 759).

Let CC^* be a specific code in F\mathcal{F} that contains exactly 6 vectors of weight 4.

Calculate the number of vectors in CC^* that have weight 12.

Ground Truth
2612
Execution Trace
Reasoning Process

[THOUGHT] We are given that any code CFC \in \mathcal{F} has a weight distribution that is a linear combination of the weight distributions of two basis codes C1C_1 and C2C_2. We are told:

  • CFC^* \in \mathcal{F}, so its weight distribution is Ak(C)=aAk(C1)+bAk(C2)A_k(C^*) = a \cdot A_k(C_1) + b \cdot A_k(C_2) for some scalars a,ba, b.
  • CC^* has exactly 6 vectors of weight 4: A4(C)=6A_4(C^*) = 6.
  • C1C_1: weight enumerator WC1(x,y)=(x8+14x4y4+y8)3W_{C_1}(x,y) = (x^8 + 14x^4y^4 + y^8)^3
  • C2C_2: A4(C2)=0A_4(C_2) = 0, A8(C2)=759A_8(C_2) = 759

We are to compute A12(C)A_{12}(C^*), the number of weight-12 vectors in CC^*.

Step 1: Expand WC1(x,y)=(x8+14x4y4+y8)3W_{C_1}(x,y) = (x^8 + 14x^4y^4 + y^8)^3 to get Ak(C1)A_k(C_1) for k=4,8,12k = 4, 8, 12, etc.

Note: x24wt(v)ywt(v)x^{24 - \text{wt}(v)} y^{\text{wt}(v)}, so the exponent of yy is the weight.

We need to compute the coefficient of y4y^4, y8y^8, and y12y^{12} in WC1(x,y)W_{C_1}(x,y).

Let’s expand (x8+14x4y4+y8)3(x^8 + 14x^4y^4 + y^8)^3.

Let a=x8a = x^8, b=14x4y4b = 14x^4y^4, c=y8c = y^8

We are to expand (a+b+c)3(a + b + c)^3, and collect terms where the total power of yy is 4, 8, 12.

  • y4y^4: only from bb, and bb has y4y^4, so we need exactly one bb, and the rest aa or cc, but c=y8c = y^8, so y8y^8 would overshoot.

So y4y^4: only terms with exactly one bb, and two aa's.

  • bb: 14x4y414x^4y^4
  • aa: x8x^8

So term: (31)a2b=3(x8)2(14x4y4)=3x1614x4y4=42x20y4\binom{3}{1} a^2 b = 3 \cdot (x^8)^2 \cdot (14x^4y^4) = 3 \cdot x^{16} \cdot 14x^4y^4 = 42 x^{20} y^4

So A4(C1)=42A_4(C_1) = 42

  • y8y^8: can come from:
    • Two bb's: b2=(14x4y4)2=196x8y8b^2 = (14x^4y^4)^2 = 196 x^8 y^8, and one aa: x8x^8
      • (32)ab2=3x8196x8y8=588x16y8\binom{3}{2} a b^2 = 3 \cdot x^8 \cdot 196 x^8 y^8 = 588 x^{16} y^8
    • One cc: y8y^8, and two aa's: x16x^{16}
      • (31)a2c=3x16y8=3x16y8\binom{3}{1} a^2 c = 3 \cdot x^{16} \cdot y^8 = 3 x^{16} y^8
    • Other combinations? bb and cc: bc=14x4y4y8=14x4y12b \cdot c = 14x^4y^4 \cdot y^8 = 14x^4 y^{12} → too high
    • b2b^2: already done
    • cc: only one cc, and a2a^2: done

So total y8y^8: 588+3=591588 + 3 = 591, so A8(C1)=591A_8(C_1) = 591

  • y12y^{12}: terms with y12y^{12}
    • Three bb's: b3=(14x4y4)3=2744x12y12b^3 = (14x^4y^4)^3 = 2744 x^{12} y^{12}, coefficient (33)=1\binom{3}{3} = 12744x12y122744 x^{12} y^{12}
    • One bb and one cc: bc=14x4y4y8=14x4y12b \cdot c = 14x^4y^4 \cdot y^8 = 14x^4 y^{12}, and one aa
      • (31,1,1)=6\binom{3}{1,1,1} = 6 ways: choose which is bb, which is cc, which is aa
      • 6x814x4y4y8=614x12y12=84x12y126 \cdot x^8 \cdot 14x^4y^4 \cdot y^8 = 6 \cdot 14 x^{12} y^{12} = 84 x^{12} y^{12}
    • Two cc's: c2=y16c^2 = y^{16}, too high
    • So only two cases: b3b^3 and abca b c

Thus A12(C1)=2744+84=2828A_{12}(C_1) = 2744 + 84 = 2828

Now, for C2C_2:

  • A4(C2)=0A_4(C_2) = 0
  • A8(C2)=759A_8(C_2) = 759
  • We don’t know A12(C2)A_{12}(C_2), but we can find it from the fact that C2C_2 is a 12-dimensional binary linear code of length 24, with all weights divisible by 4, and 1C2\mathbf{1} \in C_2. So A0=1A_0 = 1, A24=1A_{24} = 1, and Ak=0A_k = 0 unless k0(mod4)k \equiv 0 \pmod{4}.

Also, since C2C_2 is in F\mathcal{F}, its weight distribution is a linear combination of C1C_1 and C2C_2, but C2C_2 is a basis, so we can use the known values.

But we are not given A12(C2)A_{12}(C_2), but we can use the fact that C=aC1+bC2C^* = a C_1 + b C_2, and we know A4(C)=6A_4(C^*) = 6

We have:

  • A4(C)=aA4(C1)+bA4(C2)=a42+b0=42aA_4(C^*) = a \cdot A_4(C_1) + b \cdot A_4(C_2) = a \cdot 42 + b \cdot 0 = 42a
  • Set equal to 6: 42a=6a=6/42=1/742a = 6 \Rightarrow a = 6 / 42 = 1/7

Now, A12(C)=aA12(C1)+bA12(C2)A_{12}(C^*) = a \cdot A_{12}(C_1) + b \cdot A_{12}(C_2)

We know a=1/7a = 1/7, A12(C1)=2828A_{12}(C_1) = 2828

But we don’t know bb, nor A12(C2)A_{12}(C_2)

But we can use another known value: C2C_2 has A8(C2)=759A_8(C_2) = 759

So A8(C)=aA8(C1)+bA8(C2)=(1/7)(591)+b759A_8(C^*) = a \cdot A_8(C_1) + b \cdot A_8(C_2) = (1/7)(591) + b \cdot 759

But we don’t know A8(C)A_8(C^*), so we need another way.

Wait — but CC^* is in F\mathcal{F}, so it must satisfy:

  • dimC=12\dim C^* = 12, so C=212=4096|C^*| = 2^{12} = 4096
  • A0=1A_0 = 1, A24=1A_{24} = 1, and Ak=0A_k = 0 unless k0(mod4)k \equiv 0 \pmod{4}
  • A4(C)=6A_4(C^*) = 6
  • We are to compute A12(C)A_{12}(C^*)

We can use the fact that C=aC1+bC2C^* = a C_1 + b C_2, and a=1/7a = 1/7, so C=17C1+bC2C^* = \frac{1}{7} C_1 + b C_2

But bb is not known.

But since CC^* must be a linear code, and C1,C2C_1, C_2 are basis codes, and CC^* is in F\mathcal{F}, the coefficients a,ba, b must be such that CC^* has integer weight counts.

But we can use the total number of vectors: k=024Ak=4096\sum_{k=0}^{24} A_k = 4096

But we don’t know AkA_k for all kk, but we can use the known values.

Alternatively, note that C2C_2 is a known code: it is likely the extended binary Golay code, but wait — the extended Golay code has A0=1,A8=759,A12=2576,A16=759,A24=1A_0 = 1, A_8 = 759, A_{12} = 2576, A_{16} = 759, A_{24} = 1, and A4=0A_4 = 0, A20=0A_{20} = 0, etc.

In fact, the extended binary Golay code G24\mathcal{G}_{24} is a [24,12,8][24,12,8] code with A8=759A_8 = 759, A12=2576A_{12} = 2576, A16=759A_{16} = 759, A0=1A_0 = 1, A24=1A_{24} = 1, and A4=0A_4 = 0, A20=0A_{20} = 0, and Ak=0A_k = 0 for k≢0(mod4)k \not\equiv 0 \pmod{4}.

So C2C_2 is the extended Golay code.

Similarly, C1C_1: (x8+14x4y4+y8)3(x^8 + 14x^4y^4 + y^8)^3

Let’s compute A0(C1)A_0(C_1): when y0y^0, so x24x^{24}, only from x8x^8 terms.

Each factor contributes x8x^8, so (x8)3=x24(x^8)^3 = x^{24}, so A0=1A_0 = 1

Similarly, A24=1A_{24} = 1, from y8y^8 terms.

Now, C=aC1+bC2C^* = a C_1 + b C_2, a=1/7a = 1/7

But CC^* must have integer AkA_k, so bb must be chosen so that Ak(C)A_k(C^*) are integers.

But we can use the fact that CC^* has A4=6A_4 = 6, and A4(C1)=42A_4(C_1) = 42, A4(C2)=0A_4(C_2) = 0, so a=6/42=1/7a = 6/42 = 1/7

Now, A12(C)=(1/7)2828+bA12(C2)A_{12}(C^*) = (1/7) \cdot 2828 + b \cdot A_{12}(C_2)

But A12(C2)=2576A_{12}(C_2) = 2576 (known from extended Golay code)

So A12(C)=2828/7+b2576A_{12}(C^*) = 2828 / 7 + b \cdot 2576

2828/7=4042828 / 7 = 404

So A12(C)=404+2576bA_{12}(C^*) = 404 + 2576 b

Now, CC^* must have total size 4096, and A0=1A_0 = 1, A24=1A_{24} = 1, and Ak=0A_k = 0 for kk not divisible by 4.

But we can use another known value: CC^* must contain 1\mathbf{1}, so A24=1A_{24} = 1, A0=1A_0 = 1, and A12A_{12} is symmetric.

But we need to determine bb. But bb is not known.

Wait — but CC^* is a linear code, so AkA_k must be integers, and bb must be rational.

But CC^* is in F\mathcal{F}, so it must be a linear combination with rational coefficients, but since C1C_1 and C2C_2 are basis, and CC^* is in F\mathcal{F}, it must be that bb is rational.

But we can use the fact that CC^* has A4=6A_4 = 6, and A8A_8 must be determined.

But we don't know A8(C)A_8(C^*), but we can use the fact that CC^* must have A8(C)=(1/7)591+b759A_8(C^*) = (1/7) \cdot 591 + b \cdot 759

591/7=84.428...591 / 7 = 84.428... — not integer!

But A8(C)A_8(C^*) must be integer.

Contradiction?

Wait — A8(C1)=591A_8(C_1) = 591, a=1/7a = 1/7, so aA8(C1)=591/7=84.428...a \cdot A_8(C_1) = 591 / 7 = 84.428... — not integer.

But A8(C)A_8(C^*) must be integer.

So unless bb compensates, but bb is multiplied by 759, so bb must be rational.

But 591/7=84.428...591 / 7 = 84.428..., not integer.

But A8(C)A_8(C^*) must be integer, so (1/7)(591)+b759(1/7)(591) + b \cdot 759 must be integer.

But 591/7=84.428...591 / 7 = 84.428..., not integer.

But 591÷7=84.428...591 \div 7 = 84.428... — 7*84 = 588, 591 - 588 = 3, so 591/7=84+3/7591/7 = 84 + 3/7

So A8(C)=84+3/7+759bA_8(C^*) = 84 + 3/7 + 759 b

Set b=m/nb = m/n, but we need 84+3/7+759bZ84 + 3/7 + 759 b \in \mathbb{Z}

So 759b=k843/7759 b = k - 84 - 3/7, so b=(k843/7)/759b = (k - 84 - 3/7) / 759

But bb must be such that A12(C)=404+2576bA_{12}(C^*) = 404 + 2576 b is integer.

But we have a problem: A4(C)=6A_4(C^*) = 6, A4(C1)=42A_4(C_1) = 42, A4(C2)=0A_4(C_2) = 0, so a=6/42=1/7a = 6/42 = 1/7, so aa is fixed.

But A8(C)=(1/7)(591)+b759=591/7+759bA_8(C^*) = (1/7)(591) + b \cdot 759 = 591/7 + 759 b

591/7=84.428...591/7 = 84.428..., not integer.

But A8(C)A_8(C^*) must be integer.

So unless bb is chosen to make it integer, but bb is not free — CC^* is determined by A4=6A_4 = 6, so a=1/7a = 1/7, but bb is not determined yet.

But CC^* is in F\mathcal{F}, so it must be a linear combination, but the coefficients must be such that all AkA_k are integers.

But C1C_1 and C2C_2 are basis codes, so any CFC \in \mathcal{F} is aC1+bC2a C_1 + b C_2, but a,ba, b must be rational.

But a=1/7a = 1/7, so C=(1/7)C1+bC2C^* = (1/7) C_1 + b C_2

Now, A8(C)=591/7+759b=84+3/7+759bA_8(C^*) = 591/7 + 759 b = 84 + 3/7 + 759 b

Set this to be integer: 84+3/7+759b=NZ84 + 3/7 + 759 b = N \in \mathbb{Z}

So 759b=N843/7=(7(N84)3)/7759 b = N - 84 - 3/7 = (7(N - 84) - 3)/7

So b=7(N84)37759b = \frac{7(N - 84) - 3}{7 \cdot 759}

Must be rational, but we need A12(C)=404+2576bA_{12}(C^*) = 404 + 2576 b to be integer.

But we have another condition: CC^* must contain 1\mathbf{1}, so A24=1A_{24} = 1, which is satisfied since both C1C_1 and C2C_2 have A24=1A_{24} = 1, so A24(C)=(1/7)(1)+b(1)=1/7+bA_{24}(C^*) = (1/7)(1) + b(1) = 1/7 + b

But A24(C)=1A_{24}(C^*) = 1, since 1C\mathbf{1} \in C^*

So 1/7+b=1b=11/7=6/71/7 + b = 1 \Rightarrow b = 1 - 1/7 = 6/7

Oh! We forgot that CC^* contains 1\mathbf{1}, so A24(C)=1A_{24}(C^*) = 1

But A24(C)=aA24(C1)+bA24(C2)=a1+b1=a+bA_{24}(C^*) = a \cdot A_{24}(C_1) + b \cdot A_{24}(C_2) = a \cdot 1 + b \cdot 1 = a + b

Set equal to 1: a+b=1a + b = 1

We have a=1/7a = 1/7, so b=11/7=6/7b = 1 - 1/7 = 6/7

Now we can compute A12(C)=aA12(C1)+bA12(C2)=(1/7)(2828)+(6/7)(2576)A_{12}(C^*) = a \cdot A_{12}(C_1) + b \cdot A_{12}(C_2) = (1/7)(2828) + (6/7)(2576)

Compute:

  • 2828/7=4042828 / 7 = 404
  • 62576=154566 \cdot 2576 = 15456
  • 15456/7=220815456 / 7 = 2208

So A12(C)=404+2208=2612A_{12}(C^*) = 404 + 2208 = 2612

Now verify A8(C)=(1/7)(591)+(6/7)(759)=(591+6759)/7A_8(C^*) = (1/7)(591) + (6/7)(759) = (591 + 6 \cdot 759)/7

Compute 6759=45546 \cdot 759 = 4554

591+4554=5145591 + 4554 = 5145

5145/7=7355145 / 7 = 735

Integer, good.

A4(C)=(1/7)(42)+(6/7)(0)=6A_4(C^*) = (1/7)(42) + (6/7)(0) = 6, correct.

A0=(1/7)(1)+(6/7)(1)=1A_0 = (1/7)(1) + (6/7)(1) = 1, good.

A24=1A_{24} = 1, good.

Now, total sum: Ak=4096\sum A_k = 4096

We can check if A12=2612A_{12} = 2612 makes sense.

But we have A12=2612A_{12} = 2612, and A8=735A_8 = 735, A4=6A_4 = 6, A0=1A_0 = 1, A24=1A_{24} = 1

Also A16=aA16(C1)+bA16(C2)A_{16} = a A_{16}(C_1) + b A_{16}(C_2)

A16(C1)A_{16}(C_1): from earlier, y16y^{16}, so b2cb^2 c or ac2a c^2 or c2ac^2 a, etc.

From (x8+14x4y4+y8)3(x^8 + 14x^4y^4 + y^8)^3

y16y^{16}: from c2c^2 and aa: c2=y16c^2 = y^{16}, a=x8a = x^8, so (31)ac2=3x8y16\binom{3}{1} a c^2 = 3 x^8 y^{16}

b2b^2: (14x4y4)2=196x8y8(14x^4y^4)^2 = 196 x^8 y^8, times c=y8c = y^8, so y16y^{16}, and aa: but b2cb^2 c: b2b^2 gives y8y^8, cc gives y8y^8, so y16y^{16}, and aa: so b2cb^2 c: (32,1)=3\binom{3}{2,1} = 3 ways, (14x4y4)2y8=19614x8y16(14x^4y^4)^2 \cdot y^8 = 196 \cdot 14 x^8 y^{16}? No

b2b^2: (14x4y4)2=196x8y8(14x^4y^4)^2 = 196 x^8 y^8, then times c=y8c = y^8, so y16y^{16}, and x8x^8, so 1961x8y16196 \cdot 1 \cdot x^8 y^{16}, and coefficient (32,1)=3\binom{3}{2,1} = 3, so 3196=5883 \cdot 196 = 588

c2c^2: (y8)2=y16(y^8)^2 = y^{16}, and a=x8a = x^8, so (31)=3\binom{3}{1} = 3 ways, 31x8y163 \cdot 1 \cdot x^8 y^{16}, so 33

b4b^4 not possible.

So A16(C1)=588+3=591A_{16}(C_1) = 588 + 3 = 591

A16(C2)=759A_{16}(C_2) = 759 (since extended Golay code has A16=759A_{16} = 759)

So A16(C)=(1/7)(591)+(6/7)(759)=(591+4554)/7=5145/7=735A_{16}(C^*) = (1/7)(591) + (6/7)(759) = (591 + 4554)/7 = 5145/7 = 735

Same as A8A_8, which makes sense by symmetry.

Now A12=2612A_{12} = 2612, as computed.

So the answer is 2612.

But let me confirm A12(C1)A_{12}(C_1): earlier I said 28282828, but let me double-check.

C1C_1: (x8+14x4y4+y8)3(x^8 + 14x^4y^4 + y^8)^3

y12y^{12}: from b3b^3: (14x4y4)3=143x12y12=2744x12y12(14x^4y^4)^3 = 14^3 x^{12} y^{12} = 2744 x^{12} y^{12}, and (33)=1\binom{3}{3} = 1, so 27442744

b2cb^2 c: (14x4y4)2y8=196x8y8y8=196x8y16(14x^4y^4)^2 \cdot y^8 = 196 x^8 y^8 \cdot y^8 = 196 x^8 y^{16}, not y12y^{12}

bc2b c^2: (14x4y4)(y8)2=14x4y4y16=14x4y20(14x^4y^4) \cdot (y^8)^2 = 14 x^4 y^4 \cdot y^{16} = 14 x^4 y^{20}, not y12y^{12}

abca b c: x814x4y4y8=14x12y12x^8 \cdot 14x^4y^4 \cdot y^8 = 14 x^{12} y^{12}, and (31,1,1)=6\binom{3}{1,1,1} = 6, so 614=846 \cdot 14 = 84

a2ca^2 c: (x8)2y8=x16y8(x^8)^2 \cdot y^8 = x^{16} y^8, not y12y^{12}

ac2a c^2: x8y16x^8 \cdot y^{16}, not y12y^{12}

b3b^3: 143=274414^3 = 2744, as above

abca b c: 614=846 \cdot 14 = 84

c3c^3: y24y^{24}, not y12y^{12}

a3a^3: x24x^{24}, not y12y^{12}

b2cb^2 c: y8y^8 from b2b^2, y8y^8 from cc, so y16y^{16}, not y12y^{12}

So only b3b^3 and abca b c

b3b^3: 143=274414^3 = 2744

abca b c: 614=846 \cdot 14 = 84

Total 2744+84=28282744 + 84 = 2828, yes.

A12(C2)=2576A_{12}(C_2) = 2576, known.

So A12(C)=(1/7)(2828)+(6/7)(2576)=404+(62576)/7A_{12}(C^*) = (1/7)(2828) + (6/7)(2576) = 404 + (6 \cdot 2576)/7

62576=154566 \cdot 2576 = 15456

15456/7=220815456 / 7 = 2208

404+2208=2612404 + 2208 = 2612

Yes.

So the number of codewords of weight 12 in CC^* is 2612.

Final Answer

[ \boxed{2612} ]

Final Model Output
2612

Comparative Analysis (P8) (Average across runs)

Avg Time Taken

EXAONE-4.0.1-32B (high)
1193.7
Gemma-3-27B
684.9
Deepseek-R1-distill-Qwen-32B (high)
466.1
Gemini-3-Pro-Preview
303.8
GPT-oss-20B (high)
176.4
Solar-Pro-2 (31B)(high)
103.4
HCX-007(high)
74.7
Llama-VARCO-8B-Instruct
62.4
Grok-4.1-fast
55.5
Deepseek-V3.2
54.8
Qwen3-30B-A3B-2507
52.1
A.X-4.0 (72B)
45.7
GPT-5.1 (high)
44.6
Claude-Opus-4.5
21.1

Avg Token Usage

GPT-oss-20B (high)
27906.0
Gemini-3-Pro-Preview
24028.3
Solar-Pro-2 (31B)(high)
14501.0
HCX-007(high)
13209.7
Deepseek-V3.2
12658.3
Llama-VARCO-8B-Instruct
11392.3
Deepseek-R1-distill-Qwen-32B (high)
11316.3
Grok-4.1-fast
10882.7
EXAONE-4.0.1-32B (high)
7810.0
Qwen3-30B-A3B-2507
6876.7
GPT-5.1 (high)
6638.7
A.X-4.0 (72B)
6391.0
Claude-Opus-4.5
5126.7
Gemma-3-27B
2709.3