E-commerce appeal adjudication on E-commerce seller appeal dataset (test)
95.8AccuracyOurs (EAFD)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Ours (EAFD)Uses History=true, LLM Reasoning=true, Action Grounding=true, RMI Enabled=true2026.02 | 95.8 | 86.7 | 88.9 | |
| LLM + RMIUses History=false, LLM Reasoning=true, Action Grounding=true, RMI Enabled=true2026.02 | 87.5 | 68.2 | 76 | |
| LLM (Query-Only)Uses History=false, LLM Reasoning=true, Action Grounding=false, RMI Enabled=false2026.02 | 70.8 | 60.4 | 72.8 | |
| LLM + CBR + RMIUses History=true, LLM Reasoning=true, Action Grounding=true, RMI Enabled=true2026.02 | 66.7 | 35.4 | 34.2 | |
| LLM + CBRUses History=true, LLM Reasoning=true, Action Grounding=false, RMI Enabled=false2026.02 | 63 | 34.2 | 30 | |
| CBR (Majority Vote)Uses History=true, LLM Reasoning=false, Action Grounding=false, RMI Enabled=false2026.02 | 37 | 25 | 32.2 |