Price Outlier Detection on Edge Cases (EC)
67F1 Score (EC)Agentic
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AgenticPrice Padding=75%, Neighbors=72026.03 | 67 | 50 | 100 | |
| Zero Shot2026.03 | 50 | 33 | 100 | |
| Agentic2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=72026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=LLM-Based, Neighbors=72026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=32026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=122026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Generic2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Dynamic prod-pair spec2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=W-Dynamic prod-pair spec2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Quadrant Voting2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Worse-pricier veto2026.03 | 50 | 33 | 100 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec2026.03 | 33 | 20 | 100 | |
| RAG2026.03 | 29 | 17 | 100 | |
| AgenticPrice Padding=30%, Neighbors=72026.03 | 29 | 17 | 100 |