Problem Analysis #probability_28

Motif 3 · Run 1

Python ● execution succeeded
Incorrect
265.02s
67,351 toks

Infron · Motif 3 · 46문항 × 3회 · Python TAR. 131,072 output tokens · 기본 1,800초 · 6+1 turns. ACC는 전체 138회, Pass@1은 각 문항의 첫 유효 시도, Pass@3는 3회 내 정답으로 계산합니다.

Problem Statement

16개의 공과 1부터 6까지의 자연수가 하나씩 적혀 있는 여섯 개의 빈 상자가 있다. 한 개의 주사위를 사용하여 다음 시행을 한다. 주사위를 한 번 던져 나온 눈의 수가 k일 때, k가 홀수이면 1,3,5가 적힌 상자에 공을 각각 1개씩 넣고, k가 짝수이면 k의 약수가 적힌 상자에 공을 각각 1개씩 넣는다. 이 시행을 4번 반복한 후 여섯 개의 상자에 들어 있는 모든 공의 개수의 합이 홀수일 때, 3이 적힌 상자에 들어 있는 공의 개수가 2가 적힌 상자에 들어 있는 공의 개수보다 1개 더 많을 확률은?

[원문 그림의 텍스트 전사] 그림은 공 16개와 1,2,3,4,5,6으로 표시된 빈 상자 여섯 개를 나타낸다. 추가 조건은 없다.

① 18\frac18 ② 316\frac3{16} ③ 14\frac14 ④ 516\frac5{16} ⑤ 38\frac38

최종 답은 선택지 번호 1~5 중 하나를 \boxed{} 안에 쓰세요.

Ground Truth
2
Recorded model response / solution
Reasoning Process

Recorded Python call:

import itertools
from math import factorial

# Die faces 1-6. For each face, which boxes get a ball:
# odd (1,3,5): boxes 1,3,5
# even: divisors
box_map = {
    1: [1,3,5],
    2: [1,2],
    3: [1,3,5],
    4: [1,2,4],
    5: [1,3,5],
    6: [1,2,3,6],
}

# Enumerate all (a,b,c,d,e,f) with sum 4
configs = []
for a in range(5):
    for b in range(5):
        for c in range(5):
            for d in range(5):
                for e in range(5):
                    for f in range(5):
                        if a+b+c+d+e+f == 4:
                            configs.append((a,b,c,d,e,f))

total_prob = 0
prob_odd = 0
prob_favorable = 0

favorable_configs = []
odd_configs = []

for (a,b,c,d,e,f) in configs:
    # count balls in each box
    counts = [0]*7  # 1-indexed
    counts[1] = a*1 + b*1 + c*1 + d*1 + e*1 + f*1  # box1 always +1 per roll
    # Actually let me compute properly
    # box1: from every roll
    counts[1] = 4
    # box2: from rolls 2,4,6 -> b,d,f
    counts[2] = b + d + f
    # box3: from odd rolls (1,3,5) -> a,c,e and roll 6 -> f
    counts[3] = a + c + e + f
    # box4: from roll 4 -> d
    counts[4] = d
    # box5: from odd rolls -> a,c,e
    counts[5] = a + c + e
    # box6: from roll 6 -> f
    counts[6] = f
    total = sum(counts[1:])
    
    multinomial = factorial(4) // (factorial(a)*factorial(b)*factorial(c)*factorial(d)*factorial(e)*factorial(f))
    prob = multinomial / (6**4)
    total_prob += prob
    
    is_odd = (total % 2 == 1)
    box3_minus_box2 = counts[3] - counts[2]
    is_favorable = is_odd and (box3_minus_box2 == 1)
    
    if is_odd:
        odd_configs.append(((a,b,c,d,e,f), counts, total))
    if is_favorable:
        favorable_configs.append(((a,b,c,d,e,f), counts, total))

print("Total prob check:", total_prob)
print("Number of configs:", len(configs))
print("Number of odd configs:", len(odd_configs))
print("Number of favorable configs:", len(favorable_configs))
print()
print("P(total odd):", sum(p for _,_,_ in [(c,_,p) for c,_,_ in [(x,_,0) for x in []]]) if False else "")
# Recompute properly
prob_odd_val = 0
prob_fav_val = 0
for (a,b,c,d,e,f) in configs:
    counts = [0, 4, b+d+f, a+c+e+f, d, a+c+e, f]
    total = sum(counts[1:])
    multinomial = factorial(4) // (factorial(a)*factorial(b)*factorial(c)*factorial(d)*factorial(e)*factorial(f))
    prob = multinomial / (6**4)
    if total % 2 == 1:
        prob_odd_val += prob
    if total % 2 == 1 and counts[3]-counts[2] == 1:
        prob_fav_val += prob

print("P(total odd) =", prob_odd_val)
print("P(total odd AND box3-box2=1) =", prob_fav_val)
print("Conditional probability =", prob_fav_val / prob_odd_val)
print()
print("All odd configs:")
for (a,b,c,d,e,f), counts, total in odd_configs:
    print(f"  ({a},{b},{c},{d},{e},{f}) counts={counts[1:]} total={total} b3-b2={counts[3]-counts[2]}")
print()
print("All favorable configs:")
for (a,b,c,d,e,f), counts, total in favorable_configs:
    print(f"  ({a},{b},{c},{d},{e},{f}) counts={counts[1:]} total={total} b3-b2={counts[3]-counts[2]}")

Tool Output
Execution succeeded Total prob check: 1.000000000000001 Number of configs: 126 Number of odd configs: 56 Number of favorable configs: 9 P(total odd): P(total odd) = 0.493827160493827 P(total odd AND box3-box2=1) = 0.09259259259259259 Conditional probability = 0.18750000000000006 All odd configs: (0,0,0,0,1,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (0,0,0,0,3,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (0,0,0,1,0,3) counts=[4, 4, 3, 1, 0, 3] total=15 b3-b2=-1 (0,0,0,1,2,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (0,0,0,2,1,1) counts=[4, 3, 2, 2, 1, 1] total=13 b3-b2=-1 (0,0,0,3,0,1) counts=[4, 4, 1, 3, 0, 1] total=13 b3-b2=-3 (0,0,1,0,0,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (0,0,1,0,2,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (0,0,1,1,1,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (0,0,1,2,0,1) counts=[4, 3, 2, 2, 1, 1] total=13 b3-b2=-1 (0,0,2,0,1,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (0,0,2,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (0,0,3,0,0,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (0,1,0,0,1,2) counts=[4, 3, 3, 0, 1, 2] total=13 b3-b2=0 (0,1,0,0,3,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (0,1,0,1,0,2) counts=[4, 4, 2, 1, 0, 2] total=13 b3-b2=-2 (0,1,0,1,2,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (0,1,0,2,1,0) counts=[4, 3, 1, 2, 1, 0] total=11 b3-b2=-2 (0,1,0,3,0,0) counts=[4, 4, 0, 3, 0, 0] total=11 b3-b2=-4 (0,1,1,0,0,2) counts=[4, 3, 3, 0, 1, 2] total=13 b3-b2=0 (0,1,1,0,2,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (0,1,1,1,1,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (0,1,1,2,0,0) counts=[4, 3, 1, 2, 1, 0] total=11 b3-b2=-2 (0,1,2,0,1,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (0,1,2,1,0,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (0,1,3,0,0,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (0,2,0,0,1,1) counts=[4, 3, 2, 0, 1, 1] total=11 b3-b2=-1 (0,2,0,1,0,1) counts=[4, 4, 1, 1, 0, 1] total=11 b3-b2=-3 (0,2,1,0,0,1) counts=[4, 3, 2, 0, 1, 1] total=11 b3-b2=-1 (0,3,0,0,1,0) counts=[4, 3, 1, 0, 1, 0] total=9 b3-b2=-2 (0,3,0,1,0,0) counts=[4, 4, 0, 1, 0, 0] total=9 b3-b2=-4 (0,3,1,0,0,0) counts=[4, 3, 1, 0, 1, 0] total=9 b3-b2=-2 (1,0,0,0,0,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (1,0,0,0,2,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (1,0,0,1,1,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (1,0,0,2,0,1) counts=[4, 3, 2, 2, 1, 1] total=13 b3-b2=-1 (1,0,1,0,1,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (1,0,1,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (1,0,2,0,0,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (1,1,0,0,0,2) counts=[4, 3, 3, 0, 1, 2] total=13 b3-b2=0 (1,1,0,0,2,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (1,1,0,1,1,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (1,1,0,2,0,0) counts=[4, 3, 1, 2, 1, 0] total=11 b3-b2=-2 (1,1,1,0,1,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (1,1,1,1,0,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (1,1,2,0,0,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (1,2,0,0,0,1) counts=[4, 3, 2, 0, 1, 1] total=11 b3-b2=-1 (1,3,0,0,0,0) counts=[4, 3, 1, 0, 1, 0] total=9 b3-b2=-2 (2,0,0,0,1,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (2,0,0,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (2,0,1,0,0,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (2,1,0,0,1,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (2,1,0,1,0,0) counts=[4, 2, 2, 1, 2, 0] total=11 b3-b2=0 (2,1,1,0,0,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 (3,0,0,0,0,1) counts=[4, 1, 4, 0, 3, 1] total=13 b3-b2=3 (3,1,0,0,0,0) counts=[4, 1, 3, 0, 3, 0] total=11 b3-b2=2 All favorable configs: (0,0,0,0,1,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (0,0,0,1,2,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (0,0,1,0,0,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (0,0,1,1,1,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (0,0,2,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (1,0,0,0,0,3) counts=[4, 3, 4, 0, 1, 3] total=15 b3-b2=1 (1,0,0,1,1,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (1,0,1,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1 (2,0,0,1,0,1) counts=[4, 2, 3, 1, 2, 1] total=13 b3-b2=1
Reasoning Process

Recorded Python call:

from math import factorial
from fractions import Fraction

# Count with exact integer weights (multinomial coefficients)
odd_weight = 0
fav_weight = 0
configs = []
for a in range(5):
    for b in range(5):
        for c in range(5):
            for d in range(5):
                for e in range(5):
                    for f in range(5):
                        if a+b+c+d+e+f == 4:
                            counts = [0, 4, b+d+f, a+c+e+f, d, a+c+e, f]
                            total = sum(counts[1:])
                            mc = factorial(4)//(factorial(a)*factorial(b)*factorial(c)*factorial(d)*factorial(e)*factorial(f))
                            if total % 2 == 1:
                                odd_weight += mc
                            if total % 2 == 1 and counts[3]-counts[2] == 1:
                                fav_weight += mc

print("Odd weight:", odd_weight, "=", Fraction(odd_weight, 6**4))
print("Fav weight:", fav_weight, "=", Fraction(fav_weight, 6**4))
print("Conditional:", Fraction(fav_weight, odd_weight))
print("6^4 =", 6**4)

Tool Output
Execution succeeded Odd weight: 640 = 40/81 Fav weight: 120 = 5/54 Conditional: 3/16 6^4 = 1296
Reasoning Process

Recorded Python call:

from math import factorial

# Verify total weight = 6^4
total_weight = 0
for a in range(5):
    for b in range(5):
        for c in range(5):
            for d in range(5):
                for e in range(5):
                    for f in range(5):
                        if a+b+c+d+e+f == 4:
                            mc = factorial(4)//(factorial(a)*factorial(b)*factorial(c)*factorial(d)*factorial(e)*factorial(f))
                            total_weight += mc
print("Total weight:", total_weight, "= 6^4 =", 6**4)

# Also verify odd weight by independent method: P(b+f odd)
# b = count of 2s, f = count of 6s in 4 rolls
# Each roll: P(2)=1/6, P(6)=1/6, P(other)=4/6
# b+f = number of rolls that are 2 or 6
# P(b+f odd) = sum over odd k of C(4,k) * (2/6)^k * (4/6)^(4-k)
# where 2/6 = P(2 or 6), 4/6 = P(other)

import math
odd_check = 0
for k in range(5):
    if k % 2 == 1:
        odd_check += math.comb(4, k) * (2/6)**k * (4/6)**(4-k)
print("P(b+f odd) via binomial:", odd_check)
print("640/1296 =", 640/1296)

Tool Output
Execution succeeded Total weight: 1296 = 6^4 = 1296 P(b+f odd) via binomial: 0.493827160493827 640/1296 = 0.49382716049382713
Reasoning Process

Recorded Python call:

from math import factorial
from fractions import Fraction

# Final clean computation with exact fractions
# Let a,b,c,d,e,f = counts of faces 1..6 in 4 rolls, sum=4
# Box contents:
# B1=4, B2=b+d+f, B3=a+c+e+f, B4=d, B5=a+c+e, B6=f
# Total = 4 + (b+d+f)+(a+c+e+f)+d+(a+c+e)+f = 4+2a+b+2c+2d+2e+3f
# Parity: Total ≡ b+f (mod 2). Total odd ⟺ b+f odd.
# Box3 - Box2 = (a+c+e+f)-(b+d+f) = (a+c+e)-(b+d)
# Need Box3-Box2=1 ⟺ a+c+e = b+d+1
# With S=a+c+e, T=b+d+f, S+T=4:
#   S = b+d+1, T = b+d+f, so 2(b+d)+f=3
#   f odd: f=1→b+d=1; f=3→b+d=0
#   Total odd: b+f odd. f=1→b odd... wait b+1 odd ⟺ b even → b=0,d=1. f=3→b+3 odd ⟺ b even→b=0,d=0.
# So favorable: (f=1,b=0,d=1,S=2) or (f=3,b=0,d=0,S=1)

# Weights
# Case f=1,b=0,d=1,S=2: sum_{a+c+e=2} 4!/(a!c!e!1!1!) 
w1 = sum(factorial(4)//(factorial(a)*factorial(c)*factorial(e)*1*1)
         for a in range(3) for c in range(3) for e in range(3)
         if a+c+e==2)
# Case f=3,b=0,d=0,S=1: sum_{a+c+e=1} 4!/(a!c!e!3!)
w2 = sum(factorial(4)//(factorial(a)*factorial(c)*factorial(e)*factorial(3))
         for a in range(2) for c in range(2) for e in range(2)
         if a+c+e==1)
fav = w1 + w2
print("Favorable weight:", fav)

# Odd total weight: P(b+f odd) = sum_{k odd} C(4,k)(2/6)^k(4/6)^(4-k) * 6^4
import math
odd_w = sum(math.comb(4,k)*(2)**k*(4)**(4-k) for k in range(5) if k%2==1)
print("Odd weight:", odd_w)
print("Conditional:", Fraction(fav, odd_w))

Tool Output
Execution succeeded Favorable weight: 120 Odd weight: 640 Conditional: 3/16
Reasoning Process

Solution

Let a,b,c,d,e,fa,b,c,d,e,f be the number of times faces 1,2,3,4,5,61,2,3,4,5,6 appear in 4 rolls, with a+b+c+d+e+f=4a+b+c+d+e+f=4.

Box contents (each roll contributes):

  • Odd roll (1,3,5): boxes 1,3,51,3,5 each get +1+1
  • Even roll: box kk gets +1+1 in each divisor-box of kk
    • k=2→k=2\to boxes {1,2}\{1,2\}, k=4→{1,2,4}k=4\to\{1,2,4\}, k=6→{1,2,3,6}k=6\to\{1,2,3,6\}

So:

B1=4(every roll includes box 1)B2=b+d+fB3=a+c+e+fB4=dB5=a+c+eB6=f\begin{aligned} B_1 &= 4 \quad(\text{every roll includes box 1})\\ B_2 &= b+d+f\\ B_3 &= a+c+e+f\\ B_4 &= d\\ B_5 &= a+c+e\\ B_6 &= f \end{aligned}

Total T=4+(b+d+f)+(a+c+e+f)+d+(a+c+e)+f=4+2a+b+2c+2d+2e+3fT = 4+(b+d+f)+(a+c+e+f)+d+(a+c+e)+f = 4+2a+b+2c+2d+2e+3f.

Modulo 2: T≡b+f(mod2)T \equiv b+f \pmod 2. So TT is odd   ⟺  b+f\iff b+f is odd.

Condition B3=B2+1B_3 = B_2+1:

(a+c+e+f)−(b+d+f)=1⟹(a+c+e)−(b+d)=1.(a+c+e+f)-(b+d+f)=1 \quad\Longrightarrow\quad (a+c+e)-(b+d)=1.

Let S=a+c+eS=a+c+e (odd-roll count), T′=b+d+fT'=b+d+f (even-roll count), S+T′=4S+T'=4. Then:

S−(b+d)=1  ⟹  S=b+d+1.S-(b+d)=1 \;\Longrightarrow\; S=b+d+1.

Substituting S+T′=4S+T'=4 and T′=b+d+fT'=b+d+f:

(b+d+1)+(b+d+f)=4  ⟹  2(b+d)+f=3.(b+d+1)+(b+d+f)=4 \;\Longrightarrow\; 2(b+d)+f=3.

Since 2(b+d)2(b+d) is even, ff must be odd: f∈{1,3}f\in\{1,3\}.

  • f=1f=1: b+d=1b+d=1. Parity b+fb+f odd ⇒\Rightarrow b+1b+1 odd ⇒\Rightarrow bb even ⇒\Rightarrow b=0,d=1b=0,d=1. Then S=2S=2 (so a+c+e=2a+c+e=2): (42)=6\binom{4}{2}=6 solutions.
  • f=3f=3: b+d=0⇒b=0,d=0b+d=0\Rightarrow b=0,d=0. Parity b+fb+f odd: 0+30+3 odd ✓. Then S=1S=1 (so a+c+e=1a+c+e=1): (31)=3\binom{3}{1}=3 solutions.

Weighted probability (multinomial weight 4!/(a!b!c!d!e!f!)4!/(a!b!c!d!e!f!), total weight 64=12966^4=1296):

Favorable weight:

  • f=1,b=0,d=1,S=2f=1,b=0,d=1,S=2: ∑a+c+e=224a! c! e!=12+12+12+24+24+24=108\sum_{a+c+e=2}\frac{24}{a!\,c!\,e!}=12+12+12+24+24+24=108
  • f=3,b=0,d=0,S=1f=3,b=0,d=0,S=1: ∑a+c+e=14a! c! e!=4+4+4=12\sum_{a+c+e=1}\frac{4}{a!\,c!\,e!}=4+4+4=12
  • Total favorable =120=120.

Odd-total weight: TT odd   ⟺  b+f\iff b+f odd, where b+f∼Binomial(4,2/6)b+f\sim\text{Binomial}(4,2/6):

∑k=0k odd4(4k)(26)k(46)4−k⋅1296=640.\sum_{\substack{k=0\\k\text{ odd}}}^{4}\binom{4}{k}\left(\frac{2}{6}\right)^k\left(\frac{4}{6}\right)^{4-k}\cdot 1296 = 640.

Therefore:

P(B3=B2+1∣T odd)=120640=316.P(B_3=B_2+1 \mid T\text{ odd})=\frac{120}{640}=\frac{3}{16}.

5◯\boxed{⑤}

Final Model Output
5

Comparative Analysis (Pprobability_28) (Average across runs)

Averages use reported measurements only. Missing usage is not treated as zero.

Avg Time Taken

Motif 3
300.0
Solar Pro 4
84.9
MiMo V2.6 Pro
78.1
Union Alpha
73.3
Grok 4.7
54.0
Muse Spark 1.3
25.8
DeepSeek V4.1 Flash
22.0
Solar Mini 4 Preview
13.0

Avg Token Usage

Motif 3
37,718
Solar Mini 4 Preview
15,341
DeepSeek V4.1 Flash
12,806
Grok 4.7
11,515
Solar Pro 4
10,780
MiMo V2.6 Pro
8,232
Muse Spark 1.3
7,808
Union Alpha
4,976
    CSAT 2026 · Problem probability_28 · Motif 3 | EntropyMath