Intent Classification on Banking77 (Multi-Metric Evaluation)
87.3Top-1 AccuracyFull MAFA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full MAFADescription=The proposed Multi-Agent Framework for Annotation2025.10 | 87.3 | 96.8 | 94.5 | 15.5 | |
| No Query PlanningDescription=Full MAFA without the query expansion component2025.10 | 85.6 | 95.2 | 92.6 | 12.1 | |
| 4 AgentsDescription=Four parallel agents without query planning or judge2025.10 | 82.9 | 92.7 | 89.3 | 8.3 | |
| 1 AgentDescription=Single agent without query planning or judge2025.10 | 76.8 | 84.1 | 79.8 | 8.2 |