Intent Classification on CLINIC-150
90.1Top-1 AccuracyFull MAFA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full MAFADescription=The proposed Multi-Agent Framework for Annotation2025.10 | 90.1 | 98 | 97 | 19.1 | |
| No Query PlanningDescription=Full MAFA without the query expansion component2025.10 | 89.2 | 97.2 | 96.2 | 14.8 | |
| 4 AgentsDescription=Four parallel agents without query planning or judge2025.10 | 87.9 | 96 | 95 | 12 | |
| 1 AgentDescription=Single agent without query planning or judge2025.10 | 83.8 | 93 | 90 | 12.1 |