Round 7

Round UUID: aba4be95-ead4-4d00-9df4-309dcef73982

Prompt:

Classification Decision Rules:

Metric 1: TimelineDeviation Scoring
- If TimelineDeviation > 15: Add 3 points to APPROVAL score
- If 12 < TimelineDeviation ≤ 15: Add 2.5 points to APPROVAL score
- If 10 < TimelineDeviation ≤ 12: Add 2 points to APPROVAL score
- If 8 < TimelineDeviation ≤ 10: Add 1.5 points to APPROVAL score
- If 7 < TimelineDeviation ≤ 8: Add 1 point to APPROVAL score
- If 5 ≤ TimelineDeviation < 7: Add 1-1.5 points to DENIAL score (interpolated)
- If TimelineDeviation < 5: Add 2-3 points to DENIAL score (interpolated)

Metric 2: ParadoxCount Scoring
- If ParadoxCount > 6: Add 3 points to APPROVAL score
- If 4 < ParadoxCount ≤ 6: Add 2.5 points to APPROVAL score
- If 3 < ParadoxCount ≤ 4: Add 2 points to APPROVAL score
- If 2 < ParadoxCount ≤ 3: Add 1.5 points to APPROVAL score
- If 1 < ParadoxCount ≤ 2: Add 1 point to DENIAL score
- If ParadoxCount ≤ 1: Add 2-3 points to DENIAL score (interpolated)

Special Negative ParadoxCount Handling:
- If ParadoxCount < 0:
  * If absolute(ParadoxCount) ≤ 1: Add 2.5-3 points to DENIAL score
  * If absolute(ParadoxCount) > 1 AND ≤ 2: 
    - Add 3.5 points to DENIAL score
    - Reduce potential APPROVAL score by 1 point
  * If absolute(ParadoxCount) > 2:
    - Add 4 points to DENIAL score
    - Completely nullify potential APPROVAL score

Critical Edge Case Rules:
- For TimelineDeviation ≤ 8 AND ParadoxCount ≤ 2:
  * If TimelineDeviation < 6: Strongly favor DENIAL
  * If TimelineDeviation between 6-8: Add extra 0.5-1 point to DENIAL score

Interaction and Compensation Rules:
- If TimelineDeviation > 10 AND ParadoxCount < 3: 
  Add 0.5 bonus points to APPROVAL score
- If TimelineDeviation < 7 AND ParadoxCount > 5: 
  Add 0.5 bonus points to DENIAL score
- Compensatory Mechanism: 
  - If metrics are divergent (one high, one low):
    * Apply a sliding penalty/bonus from 0.25 to 1 point
    * Penalty proportional to degree of metric divergence

Final Classification:
- If APPROVAL score ≥ 4: Classify as APPROVED
- If DENIAL score ≥ 4: Classify as DENIED
- Borderline Zone (APPROVAL score 3.5-4, DENIAL score 3.5-4):
  * Use weighted interpolation based on precise metric values
  * Stronger lean towards DENIED for low TimelineDeviation
  * Stronger lean towards APPROVED for high TimelineDeviation
- If scores are exactly tied or within 0.5 points: Require additional review

Tiebreaker Criteria:
- Prioritize interpolated scoring to reduce binary cliff effects
- Give more weight to negative or extremely low metric values
- Slight preference for DENIAL in ambiguous scenarios

• Inferences: 200
• Created: 2025-04-21 02:26:36+00:00
• First inference: 2025-04-21 02:26:40+00:00
• Last inference: 2025-04-21 02:40:31+00:00
• Completed: yes
• Train accuracy: 0.78125 (KT 0.108)
• Validation accuracy: 0.8 (KT 0.098)
• Test accuracy: 0.55 (KT 0.260)