Price Outlier Detection on Unannotated Set
2.4Outlier RateAgentic
Evaluation Results
| Method | Links | |
|---|---|---|
| AgenticPrice Padding=75%, Neighbors=72026.03 | 2.4 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Quadrant Voting2026.03 | 5.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=W-Dynamic prod-pair spec2026.03 | 6.4 | |
| AgenticPrice Padding=50%, Neighbors=122026.03 | 6.9 | |
| Agentic2026.03 | 7.8 | |
| AgenticPrice Padding=50%, Neighbors=72026.03 | 7.8 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Generic2026.03 | 7.8 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec, Decision Strategy=Worse-pricier veto2026.03 | 7.8 | |
| AgenticPrice Padding=50%, Neighbors=32026.03 | 9.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Static cat-spec2026.03 | 9.6 | |
| AgenticPrice Padding=50%, Neighbors=7, Attribute Configuration=Dynamic prod-pair spec2026.03 | 10.2 | |
| AgenticPrice Padding=LLM-Based, Neighbors=72026.03 | 10.4 | |
| AgenticPrice Padding=30%, Neighbors=72026.03 | 14.9 | |
| Zero Shot2026.03 | 15.1 | |
| RAG2026.03 | 40.9 |