Round 274

Round UUID: 3920c1d3-2cf1-48d4-9d62-d68e901d170c

Prompt:

You are given two numeric values for an entity: “TimelineDeviation” and “ParadoxCount.” Using the rules below, decide whether to label the entity as “Approved” or “Denied.” These rules have been refined to avoid common misclassifications in previous rounds.

Rules:
1) If TimelineDeviation < 10:
   a) If ParadoxCount > 6, label “Approved.”
   b) Otherwise, label “Denied.”

2) Else if TimelineDeviation > 16:
   a) If ParadoxCount < 2, label “Denied.”
   b) Otherwise, label “Approved.”

3) Else if TimelineDeviation < 13 (that is, between 10 and 13, inclusive of 10 but excluding 13):
   a) If ParadoxCount > 4, label “Approved.”
   b) Otherwise, label “Denied.”

4) Else (meaning 13 ≤ TimelineDeviation ≤ 16):
   a) If ParadoxCount > 6, label “Denied.”
   b) Otherwise, label “Approved.”

Explanation:
• Rule 1 handles very low TimelineDeviation. We allow certain high ParadoxCount values as a sign of complexity justifying approval.
• Rule 2 handles very high TimelineDeviation. We disallow extremely low ParadoxCount in those cases.
• Rules 3 and 4 introduce new threshold steps for TimelineDeviation and ParadoxCount. They specifically address previously problematic borderline ranges that caused false positives and false negatives.

Apply these rules in order to each row of data. Output only “Approved” or “Denied.”

• Inferences: 200
• Created: 2025-04-20 03:10:52+00:00
• First inference: 2025-04-20 03:10:55+00:00
• Last inference: 2025-04-20 03:17:35+00:00
• Completed: yes
• Train accuracy: 0.8 (KT 0.098)
• Validation accuracy: 0.8 (KT 0.098)
• Test accuracy: 0.85 (KT 0.071)