Problem Analysis #6

Gemma-3-27B · Run 1

47.96s
1,309 toks
Problem Statement

Let f1f_1 and f2f_2 be two Boolean functions defined on F2n\mathbb{F}_2^n for some n>0n>0. We say f1f_1 and f2f_2 are equivalent with respect to aa if deg⁡(f1−f2)≤a\deg(f_1-f_2)\le a.

For a Boolean function ff of degree kk, a fast point of order ℓ\ell for ff is defined as a nonzero element x∈F2nx\in\mathbb{F}_2^n such that deg⁡(Dxf)≤k−1−ℓ\deg(D_xf)\le k-1-\ell where DafD_af is the map on F2n\mathbb{F}_2^n defined as u↦f(u+x)−f(u)u\mapsto f(u+x)-f(u).

Let C\mathcal{C} be the binary Hamming code H7\mathcal{H}_7 of length 27−12^7-1. We define FF be the set of the Boolean functions of degree 44 up to equivalence with respect to 22, such that the set of fast points of order 22 with 0\mathbf{0} is equal to C\mathcal{C}. Find ∣F∣|F|.

Ground Truth
1180591616319665772160
Execution Trace
Reasoning Process

[THOUGHT] Let ff be a Boolean function of degree 4. A fast point of order ℓ\ell for ff is a nonzero element x∈F2nx \in \mathbb{F}_2^n such that deg⁡(Dxf)≤k−1−ℓ\deg(D_xf) \le k-1-\ell, where Dxf(u)=f(u+x)−f(u)D_xf(u) = f(u+x)-f(u). We are given that n=7n=7, and C\mathcal{C} is the binary Hamming code H7\mathcal{H}_7 of length 27−1=1272^7-1=127. We are looking for the number of Boolean functions ff of degree 4 such that the set of fast points of order 2 with 0\mathbf{0} is equal to C\mathcal{C}. Since ff has degree 4, we have k=4k=4. A fast point of order 2 is a nonzero element x∈F27x \in \mathbb{F}_2^7 such that deg⁡(Dxf)≤4−1−2=1\deg(D_xf) \le 4-1-2 = 1. We are given that the set of fast points of order 2 is C\mathcal{C}. This means for any x∈Cx \in \mathcal{C}, we have deg⁡(Dxf)≤1\deg(D_xf) \le 1. Let f(u)=g(u)+h(u)f(u) = g(u)+h(u), where deg⁡(g)≤3\deg(g)\le 3 and h(u)h(u) is a degree 4 polynomial. Then,

Dxf(u)=f(u+x)−f(u)=(g(u+x)+h(u+x))−(g(u)+h(u)).D_xf(u) = f(u+x)-f(u) = (g(u+x)+h(u+x)) - (g(u)+h(u)).

Since deg⁡(g)≤3\deg(g)\le 3, we have deg⁡(g(u+x)−g(u))≤3\deg(g(u+x)-g(u))\le 3. Since hh is a degree 4 polynomial, deg⁡(h(u+x)−h(u))≤3\deg(h(u+x)-h(u))\le 3. Thus, deg⁡(Dxf)≤3\deg(D_xf)\le 3. Since x∈Cx\in \mathcal{C}, we have deg⁡(Dxf)≤1\deg(D_xf)\le 1. Let f(u)=∑S⊆{1,…,7}aSuSf(u) = \sum_{S\subseteq\{1,\dots,7\}} a_Su_S, where aS∈{0,1}a_S \in \{0,1\}. Since deg⁡(f)=4\deg(f)=4, we have ∣S∣=4|S|=4 for some aS=1a_S=1. We are given that deg⁡(Dxf)≤1\deg(D_xf)\le 1 for all x∈Cx\in \mathcal{C}. Let C\mathcal{C} be the Hamming code. Then, for any x∈Cx\in \mathcal{C}, we have deg⁡(Dxf)≤1\deg(D_xf)\le 1. We are looking for the number of Boolean functions ff such that deg⁡(Dxf)≤1\deg(D_xf)\le 1 for all x∈Cx\in \mathcal{C}. The number of elements in C\mathcal{C} is 27−1=1272^7-1=127. Since the degree of DxfD_xf is at most 1 for all x∈Cx\in \mathcal{C}, we have that the derivative of ff must be zero at 127 points. Since deg⁡(f)=4\deg(f)=4, the derivative of ff has degree 3. Thus, we have at most 8 points where the derivative is zero. However, we are given that deg⁡(Dxf)≤1\deg(D_xf)\le 1 for all x∈Cx\in \mathcal{C}. Consider the case where deg⁡(Dxf)=0\deg(D_xf)=0 for all x∈Cx\in \mathcal{C}. This means that f(u+x)−f(u)f(u+x)-f(u) is constant for all x∈Cx\in \mathcal{C}. Let f(0)=0f(0)=0. Then, f(u+x)−f(u)f(u+x)-f(u) is constant for all x∈Cx\in \mathcal{C}. The number of functions ff such that deg⁡(Dxf)≤1\deg(D_xf)\le 1 for all x∈Cx\in \mathcal{C} is equal to the number of functions such that deg⁡(f)≤4\deg(f)\le 4. Since we are given that the degree of ff is exactly 4, we have deg⁡(Dxf)≤3\deg(D_xf)\le 3. The number of functions ff such that deg⁡(Dxf)≤1\deg(D_xf)\le 1 for all x∈Cx\in \mathcal{C} is equal to the number of functions such that deg⁡(f)≤4\deg(f)\le 4.

Final Answer: The final answer is 0\boxed{0}

Final Model Output
0

Comparative Analysis (P6) (Average across runs)

Avg Time Taken

Gemma-3-27B
3068.8
GPT-oss-20B (high)
2327.7
Gemini-3-Pro-Preview
1860.0
Grok-4.1-fast
709.0
Deepseek-V3.2
408.9
Solar-Open-100B
292.4
GPT-5.1 (high)
284.3
EXAONE-4.0.1-32B (high)
248.8
Deepseek-R1-distill-Qwen-32B (high)
236.2
Qwen3-30B-A3B-2507
217.9
K-EXAONE-236B-A23B
140.0
Kanana-2-30B-Thinking-2601
100.7
Solar-Pro-2 (31B)(high)
89.0
Kanana-2-30B-Thinking
69.6
Llama-VARCO-8B-Instruct
68.1
HCX-007(high)
44.7
Claude-Opus-4.5
35.8
A.X-4.0 (72B)
29.1

Avg Token Usage

GPT-oss-20B (high)
285,147
Grok-4.1-fast
268,249
Gemini-3-Pro-Preview
59,300
Deepseek-V3.2
44,786
Solar-Open-100B
43,637
K-EXAONE-236B-A23B
30,697
GPT-5.1 (high)
23,084
Kanana-2-30B-Thinking-2601
19,600
Solar-Pro-2 (31B)(high)
13,473
Llama-VARCO-8B-Instruct
11,202
Kanana-2-30B-Thinking
10,238
Claude-Opus-4.5
8,828
HCX-007(high)
8,649
EXAONE-4.0.1-32B (high)
6,208
A.X-4.0 (72B)
6,089
Deepseek-R1-distill-Qwen-32B (high)
5,731
Qwen3-30B-A3B-2507
5,213
Gemma-3-27B
2,095