1 code implementation • 28 May 2023 • Henry Weld, Sijia Hu, Siqu Long, Josiah Poon, Soyeon Caren Han
We present a novel tri-level joint natural language understanding approach, adding domain, and explicitly exchange semantic information between all levels.
no code implementations • 21 Dec 2022 • Soyeon Caren Han, Siqu Long, Henry Weld, Josiah Poon
This tutorial will discuss how the joint task is set up and introduce Spoken Language Understanding/Natural Language Understanding (SLU/NLU) with Deep Learning techniques.
no code implementations • 26 Feb 2022 • Soyeon Caren Han, Siqu Long, Huichun Li, Henry Weld, Josiah Poon
In this paper, we propose a bi-directional joint model for intent classification and slot filling, which includes a multi-stage hierarchical process via BERT and bi-directional joint natural language understanding mechanisms, including intent2slot and slot2intent, to obtain mutual performance enhancement between intent classification and slot filling.
no code implementations • Findings (ACL) 2021 • Henry Weld, Guanghao Huang, Jean Lee, Tongshu Zhang, Kunze Wang, Xinghong Guo, Siqu Long, Josiah Poon, Soyeon Caren Han
Accompanying the dataset is a thorough in-game toxicity analysis, which provides comprehensive understanding of context at utterance, token, and dual levels.