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
Better
V4qwen2.5-coder-3b-instruct
Better
V5cerebras/qwen-3-235b-a22b-instruct-2507
Better
V7qwen2.5-coder-7b-instruct
Better
V8openai/gpt-4.1
Better
V9anthropic/claude-opus-4-7
Better
V12openai/gpt-4o
Better

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