Framework for deep learning-based language models using multi-task learning in natural language understanding: A systematic literature review and future directions

RM Samant, MR Bachute, S Gite, K Kotecha - IEEE Access, 2022 - ieeexplore.ieee.org
Learning human languages is a difficult task for a computer. However, Deep Learning (DL)
techniques have enhanced performance significantly for almost all-natural language …

[HTML][HTML] A Study on the Impacts of Slot Types and Training Data on Joint Natural Language Understanding in a Spanish Medication Management Assistant Scenario

S Roca, S Rosset, J García, Á Alesanco - Sensors, 2022 - mdpi.com
This study evaluates the impacts of slot tagging and training data length on joint natural
language understanding (NLU) models for medication management scenarios using …