Problem Analysis #6

Gemini 3.5 Flash · Run 1

Correct
30.91s
8,059 toks

API · no tools. This is the prompt and response recorded for this attempt; a full solution may not have been returned.

Problem Statement

Return a single integer only. The problem has been revised so that no final answer is an irrational number, a parameterized expression, a range, a proof, a drawing, a graph, a locus equation, or a region description.

A point starts at (2,1)(2,1). Each second, it is reflected with equal probability in one of the following four lines or points: the origin, the xx-axis, the line y=xy=x, or the line y=xy=-x. If the probability that the point is back at (2,1)(2,1) after 33 seconds is p/qp/q in lowest terms, find p+qp+q.

Ground Truth
35
Recorded model response / solution
Reasoning Process

To find the probability that the point is back at (2,1)(2,1) after 3 seconds, we can analyze the transitions of the point under the four reflection operations:

  1. Reflection in the origin (OO): (x,y)(x,y)(x,y) \to (-x, -y)
  2. Reflection in the xx-axis (XX): (x,y)(x,y)(x,y) \to (x, -y)
  3. Reflection in the line y=xy=x (AA): (x,y)(y,x)(x,y) \to (y, x)
  4. Reflection in the line y=xy=-x (BB): (x,y)(y,x)(x,y) \to (-y, -x)

Let the starting point be S1=(2,1)S_1 = (2,1). The possible states the point can reach are:

  • S1=(2,1)S_1 = (2,1)
  • S2=(2,1)S_2 = (2,-1)
  • S3=(2,1)S_3 = (-2,1)
  • S4=(2,1)S_4 = (-2,-1)
  • S5=(1,2)S_5 = (1,2)
  • S6=(1,2)S_6 = (1,-2)
  • S7=(1,2)S_7 = (-1,2)
  • S8=(1,2)S_8 = (-1,-2)

At each step, one of the four operations is chosen with equal probability of 14\frac{1}{4}. After 3 steps, there are a total of 43=644^3 = 64 possible sequences of operations.

We want to find the number of sequences of 3 operations (Op1,Op2,Op3)(Op_1, Op_2, Op_3) such that: Op3(Op2(Op1(S1)))=S1Op_3(Op_2(Op_1(S_1))) = S_1

The only operations that can map a state to S1=(2,1)S_1 = (2,1) in a single step are:

  • OO applied to S4=(2,1)S_4 = (-2,-1)
  • XX applied to S2=(2,1)S_2 = (2,-1)
  • AA applied to S5=(1,2)S_5 = (1,2)
  • BB applied to S8=(1,2)S_8 = (-1,-2)

Thus, the state after 2 steps, Op2(Op1(S1))Op_2(Op_1(S_1)), must be in the set {S2,S4,S5,S8}\{S_2, S_4, S_5, S_8\}.

Let's trace the first step Op1(S1)Op_1(S_1):

  • If Op1=OOp_1 = O, the state becomes S4S_4. From S4S_4:
    • A(S4)=S8A(S_4) = S_8, followed by B(S8)=S1B(S_8) = S_1 (Path: OABO \to A \to B)
    • B(S4)=S5B(S_4) = S_5, followed by A(S5)=S1A(S_5) = S_1 (Path: OBAO \to B \to A)
  • If Op1=XOp_1 = X, the state becomes S2S_2. From S2S_2, no operation lands in {S2,S4,S5,S8}\{S_2, S_4, S_5, S_8\}.
  • If Op1=AOp_1 = A, the state becomes S5S_5. From S5S_5:
    • O(S5)=S8O(S_5) = S_8, followed by B(S8)=S1B(S_8) = S_1 (Path: AOBA \to O \to B)
    • B(S5)=S4B(S_5) = S_4, followed by O(S4)=S1O(S_4) = S_1 (Path: ABOA \to B \to O)
  • If Op1=BOp_1 = B, the state becomes S8S_8. From S8S_8:
    • O(S8)=S5O(S_8) = S_5, followed by A(S5)=S1A(S_5) = S_1 (Path: BOAB \to O \to A)
    • A(S8)=S4A(S_8) = S_4, followed by O(S4)=S1O(S_4) = S_1 (Path: BAOB \to A \to O)

There are exactly 66 successful paths of length 3:

  1. OABO \to A \to B
  2. OBAO \to B \to A
  3. AOBA \to O \to B
  4. ABOA \to B \to O
  5. BOAB \to O \to A
  6. BAOB \to A \to O

Thus, the probability of returning to (2,1)(2,1) after 3 seconds is: 664=332\frac{6}{64} = \frac{3}{32}

This fraction is in lowest terms, so p=3p = 3 and q=32q = 32.

We find: p+q=3+32=35p + q = 3 + 32 = 35

\boxed{35}

Final Model Output
35

Comparative Analysis (P6) (Average across runs)

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

Avg Time Taken

DeepSeek V4 Pro
186.0
K-EXAONE-236B-A23B
154.3
Solar Pro 3
89.0
Claude Opus 4.8
33.4
GPT-5.5
32.8
Gemini 3.5 Flash
30.3
KT Mi:dm 2.0 Base Instruct
2.5

Avg Token Usage

K-EXAONE-236B-A23B
20384.3
Solar Pro 3
13612.0
DeepSeek V4 Pro
11050.7
Gemini 3.5 Flash
8175.3
Claude Opus 4.8
3441.0
KT Mi:dm 2.0 Base Instruct
1581.3
GPT-5.5
1511.0
    Tokyo · Problem 6 · Gemini 3.5 Flash | EntropyMath