CTRAN: CNN-transformer-based network for natural language understanding

M Rafiepour, JS Sartakhti - Engineering Applications of Artificial …, 2023 - Elsevier
Intent-detection (ID) and slot-filling (SF) are fundamental tasks for natural language
understanding. This study introduces a new encoder–decoder CNN-Transformer-based …

A Multi-Level Feature Fusion Framework for Spoken Language Understanding

D Xu, Z Cai, H Zhang, Q Zhang - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Spoken language understanding (SLU) constitutes an essential component of task-based
dialogue, primarily focusing on intent detection (ID) and slot filling (SF). Generally …

Unsupervised speech technology for low-resource languages

H Gao - 2024 - ideals.illinois.edu
Deep neural network based speech processing systems have found widespread
applications in daily life, being employed for tasks such as automatic speech recognition …