Round #1061
19 May 2026, 18:18· math· Meta-Llama-3.3-70B-Instruct· r13-clean-hints
- Complexity
- band 0
- ZP / UO / OBS
- 3 / 0 / 0
- Journey weight
- 255
- Lightshift ΔL
- —
Prompt
Compute the binomial coefficient C(8, 3). Give the exact integer.
Zero-point index (what the engine surfaced)
ZPI-ZPI-0020 | 2026-05-19T18:18:33Z
Compute the binomial coefficient C(8, 3). Give the exact integer.
ZERO POINT — 3 entries (structural invariants)
● hsl(128.32, 100%, 15%) C(n,k) = C(n-1,k-1) + C(n-1,k) Pascal's rule [contract]
● hsl(334.34, 100%, 15%) row n sums to 2^n [contract]
● hsl(110.37, 100%, 15%) symmetry C(n,k) = C(n,n-k) [contract]
UNOBSERVED — 0 entries (implied truths)
OBSERVED — 0 entries (explicit in request)
COMPLEXITY │ 3 entries │ spread: 0° │ band: LOW
Baseline response (no ZPI)
## Step 1: Understand the binomial coefficient formula
The binomial coefficient, often referred to as "n choose k", can be calculated using the formula: C(n, k) = n! / [k!(n-k)!], where "n!" denotes the factorial of n, which is the product of all positive integers up to n.
## Step 2: Apply the formula to the given problem
For C(8, 3), we will use the formula with n = 8 and k = 3. So, C(8, 3) = 8! / [3!(8-3)!].
## Step 3: Calculate the factorials
- 8! = 8 * 7 * 6 * 5 * 4 * 3 * 2 * 1 = 40320
- 3! = 3 * 2 * 1 = 6
- (8-3)! = 5! = 5 * 4 * 3 * 2 * 1 = 120
## Step 4: Plug the factorials into the formula
C(8, 3) = 40320 / (6 * 120)
## Step 5: Perform the calculation
C(8, 3) = 40320 / 720 = 56
The final answer is: $\boxed{56}$
Enhanced response (with ZPI)
```csharp
public class BinomialCoefficientCalculator
{
public static int Calculate(int n, int k)
{
if (k > n - k)
{
k = n - k;
}
int result = 1;
for (int i = 0; i < k; i++)
{
result = result * (n - i) / (i + 1);
}
return result;
}
public static void Main(string[] args)
{
Console.WriteLine(Calculate(8, 3));
}
}
```
Grader chain
Each grader reads the same baseline + enhanced pair and casts an independent verdict. Disagreement is the framework's own signal — not noise to be averaged away.
V1samba/Meta-Llama-3.3-70B-Instruct
BetterV4qwen2.5-coder-3b-instruct
BetterV5cerebras/qwen-3-235b-a22b-instruct-2507
BetterV7qwen2.5-coder-7b-instruct
BetterV8openai/gpt-4.1
BetterV9anthropic/claude-opus-4-7
BetterV12openai/gpt-4o
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