Round 55

Round UUID: ec7a4bd1-af6e-4d01-bbe3-6bcbf03aa76d

Prompt:

To enhance the accuracy of predictions for approving or denying an entity, please follow these precise and unambiguous rules:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' only if `ParadoxCount` is strictly greater than 9.0 with robust supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 9.0, necessitating compelling documentation for justification.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than 9.0 with strong justification. Avoid approvals if `ParadoxCount` is 7.0 or lower unless exceptional documentation is provided.
   - Predict 'Require Further Review' for `ParadoxCount` between 6.0 and 9.0, mandating thorough justification.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is 8.0 or higher with substantial evidence; only approve below if compelling reasons are documented.
   - Predict 'Require Further Review' for `ParadoxCount` between 5.5 and 8.0, requiring strict justification.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' only for `ParadoxCount` of 7.0 or higher; caution for approvals at 6.0 and lower.
   - Require review for `ParadoxCount` from 5.0 to 6.5, demanding strong justification.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' only if `ParadoxCount` exceeds 6.0 with clear justification and solid evidence.
   - Require review for `ParadoxCount` values between 4.5 and 6.0, emphasizing robust documentation.

6. If `TimelineDeviation` is 8 or below:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' if `ParadoxCount` is exactly 4.0 with compelling evidence provided.
   - Require review for `ParadoxCount` values between 4.0 and 5.0, necessitating strong documentation.

7. For cases with `TimelineDeviation` exactly 12.5 and `ParadoxCount` in the range of 6.0 to 8.0, predict 'Require Further Review'.

8. For cases where `TimelineDeviation` is from 11.0 to 12.0 and `ParadoxCount` is between 5.0 and 6.5, always predict 'Require Further Review'.

9. For all other cases not specifically outlined, predict 'Denied' while mandating substantial rationale and robust documentation for any potential approvals.

• Inferences: 200
• Created: 2025-04-24 19:52:08+00:00
• First inference: 2025-04-24 19:52:12+00:00
• Last inference: 2025-04-24 20:01:37+00:00
• Completed: yes
• Train accuracy: 0.475 (KT 0.323)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.5 (KT 0.301)