Papers by Thinh Pham
MISCA: A Joint Model for Multiple Intent Detection and Slot Filling with Intent-Slot Co-Attention (2023.findings-emnlp)
Copied to clipboard
| Challenge: | Existing models for detecting multiple intents and filling slots are based on graphs but face problems . a joint model can exploit the correlations between intents, slots and slot filling tasks . |
| Approach: | They propose a joint model that captures correlations between intents and slot labels . they propose MISCA to incorporate an intent-slot co-attention mechanism and a label attention mechanism . |
| Outcome: | The proposed model outperforms previous models on two benchmark datasets. |