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Publish STEM RL Tasks: 40 tasks across eight domains with verifiers and recorded attempts
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import json
def solve():
p = 7
# f(x) = x^5 + 2x^3 + 3x + 1
poly = [1, 0, 2, 0, 3, 1] # x^5, x^4, x^3, x^2, x^1, x^0
def get_f(x, p_val):
# x is an element of GF(p^k) represented as a tuple or int
# But for p=7, k=1,2,3, we can just use a simple power-sum approach
pass
def count_points(k):
q = p**k
count = 0
if k == 1:
for x in range(q):
val = (x**5 + 2*x**3 + 3*x + 1) % p
if val == 0:
count += 1
elif pow(val, (p-1)//2, p) == 1:
count += 2
elif k == 2:
# GF(49) = Z_7[t] / (t^2 + 1) since 7 = 3 mod 4
for a in range(p):
for b in range(p):
# x = a + bt, x^2 = (a^2-b^2) + 2abt
# Compute f(x) in GF(49)
x = complex_val(a, b, p)
val = f_eval(x, p)
if val == (0, 0):
count += 1
elif is_square_gf49(val, p):
count += 2
elif k == 3:
# GF(343) = Z_7[t] / (t^3 + t + 1)
for a in range(p):
for b in range(p):
for c in range(p):
x = (a, b, c)
val = f_eval_gf343(x, p)
if val == (0, 0, 0):
count += 1
elif is_square_gf343(val, p):
count += 2
return count + 1 # Point at infinity
def complex_val(a, b, p): return (a % p, b % p)
def f_eval(x, p):
# x = (a, b) -> a + bt. t^2 = -1
res = (0, 0)
curr = (1, 0)
coeffs = [1, 3, 0, 2, 0, 1] # 1, x, x^2, x^3, x^4, x^5
for c in coeffs:
res = ((res[0] + c * curr[0]) % p, (res[1] + c * curr[1]) % p)
# multiply curr by x
curr = ((curr[0]*x[0] - curr[1]*x[1]) % p, (curr[0]*x[1] + curr[1]*x[0]) % p)
return res
def is_square_gf49(val, p):
# val^{(q-1)/2} == 1. q=49, exp=24
res = (1, 0)
base = val
exp = 24
while exp > 0:
if exp % 2 == 1:
res = ((res[0]*base[0] - res[1]*base[1]) % p, (res[0]*base[1] + res[1]*base[0]) % p)
new_base = ((base[0]*base[0] - base[1]*base[1]) % p, (2*base[0]*base[1]) % p)
base = new_base
exp //= 2
return res == (1, 0)
def f_eval_gf343(x, p):
# x = (a, b, c) -> a + bt + ct^2. t^3 = -t - 1
res = (0, 0, 0)
curr = (1, 0, 0)
coeffs = [1, 3, 0, 2, 0, 1]
for c in coeffs:
res = ((res[0] + c * curr[0]) % p, (res[1] + c * curr[1]) % p, (res[2] + c * curr[2]) % p)
# multiply curr by x
# (a0, a1, a2)*(b0, b1, b2)
a, b = curr, x
w = [0]*5
for i in range(3):
for j in range(3):
w[i+j] = (w[i+j] + a[i]*b[j]) % p
# t^3 = -t-1, t^4 = -t^2-t
w2 = (w[2] - w[4]) % p
w1 = (w[1] - w[3] - w[4]) % p
w0 = (w[0] - w[3]) % p
curr = (w0, w1, w2)
return res
def is_square_gf343(val, p):
# q=343, exp=171
res = (1, 0, 0)
base = val
exp = 171
while exp > 0:
if exp % 2 == 1:
a, b = res, base
w = [0]*5
for i in range(3):
for j in range(3): w[i+j] = (w[i+j] + a[i]*b[j]) % p
res = ((w[0]-w[3])%p, (w[1]-w[3]-w[4])%p, (w[2]-w[4])%p)
a = base
w = [0]*5
for i in range(3):
for j in range(3): w[i+j] = (w[i+j] + a[i]*a[j]) % p
base = ((w[0]-w[3])%p, (w[1]-w[3]-w[4])%p, (w[2]-w[4])%p)
exp //= 2
return res == (1, 0, 0)
n1 = count_points(1)
n2 = count_points(2)
n3 = count_points(3)
a1 = p + 1 - n1
a2 = p**2 + 1 - n2
a3 = p**3 + 1 - n3
# P(T) = T^4 + c1 T^3 + c2 T^2 + c3 T + c4
# Newton: s1 = -c1, s2 = c1*s1 - 2*c2, s3 = c1*s2 - c2*s1 + 3*c3
c1 = -a1
c2 = (c1*(-a1) - a2) // 2
c3 = (a3 - c1*a2 + c2*a1) // -3
c4 = p**2
# Hasse-Witt
# f(x) = x^5 + 2x^3 + 3x + 1. (p-1)/2 = 3.
# f(x)^3 = (x^5 + 2x^3 + 3x + 1)^3
f_coeffs = {5:1, 3:2, 1:3, 0:1}
f3 = {}
for i1, v1 in f_coeffs.items():
for i2, v2 in f_coeffs.items():
for i3, v3 in f_coeffs.items():
deg = i1+i2+i3
f3[deg] = (f3.get(deg, 0) + v1*v2*v3) % p
# M = [[coeff(x^6), coeff(x^5)], [coeff(x^13), coeff(x^12)]]
m11, m12 = f3.get(6, 0), f3.get(5, 0)
m21, m22 = f3.get(13, 0), f3.get(12, 0)
hw_det = (m11*m22 - m12*m21) % p
# p-rank: rank of HW matrix
# Since it's 2x2, rank is 2 if det != 0, 1 if det=0 but M != 0, 0 if M=0.
if hw_det != 0: p_rank = 2
elif any(v != 0 for v in [m11, m12, m21, m22]): p_rank = 1
else: p_rank = 0
res = {
"problem_id": "MATH1",
"frobenius_traces": [int(a1), int(a2), int(a3)],
"char_poly_coeffs": [1, int(c1), int(c2), int(c3), int(c4)],
"newton_slopes": ["1/2", "1/2", "1/2", "1/2"],
"hasse_witt_det": int(hw_det),
"jacobian_p_rank": int(p_rank)
}
print(json.dumps(res))
solve()