Intent Understanding on MultiWOZ 2.3
35.7Exact Match (EM)Llama-3.2-3B + NOEM3A
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Llama-3.2-3B + NOEM3ABackbone=Llama-3.2-3B, Configuration=NOEM3A2025.11 | 35.7 | 72.8 | 85 | |
| Llama + SI + LB + CLFBackbone=Llama-3.2-3B, Ablation=Ontology retrieval + Logit biasing + Auxiliary classifier2025.11 | 35.7 | 72.8 | 85 | |
| Llama + SI + LBBackbone=Llama-3.2-3B, Ablation=Ontology retrieval + Logit biasing2025.11 | 34.5 | 71.8 | 83 | |
| Llama + SI onlyBackbone=Llama-3.2-3B, Ablation=Ontology retrieval plus prompting only2025.11 | 30.1 | 66.4 | 79 | |
| Llama + LB onlyBackbone=Llama-3.2-3B, Ablation=Logit biasing only2025.11 | 26.3 | 61.2 | 71 | |
| TinyLlama + NOEM3ABackbone=TinyLlama, Configuration=NOEM3A2025.11 | 23.2 | 55.3 | 62 | |
| Llama-3.2-3BBackbone=Llama-3.2-3B2025.11 | 22.8 | 58.8 | 63 | |
| TinyLlamaBackbone=TinyLlama2025.11 | 14.6 | 36.7 | 37 |