Price Outlier Detection on One-sided Annotated Set
94.6AgreementAgentic
Evaluation Results
| Method | Links | |
|---|---|---|
| AgenticPrice Padding=75%, Neighbors=72026.03 | 94.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=W-Dynamic prod-pair spec2026.03 | 81.6 | |
| Agentic2026.03 | 76.3 | |
| AgenticPrice Padding=50%, Neighbors=72026.03 | 76.3 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Generic2026.03 | 76.3 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Worse-pricier veto2026.03 | 76.3 | |
| AgenticPrice Padding=50%, Neighbors=32026.03 | 72.5 | |
| AgenticPrice Padding=50%, Neighbors=122026.03 | 71 | |
| Zero Shot2026.03 | 68 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec2026.03 | 67.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Dynamic prod-pair spec2026.03 | 59.5 | |
| AgenticPrice Padding=30%, Neighbors=72026.03 | 52.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Quadrant Voting2026.03 | 43.2 | |
| AgenticPrice Padding=LLM-Based, Neighbors=72026.03 | 42 | |
| RAG2026.03 | 23 |