Towards spoken language understanding via multi-level multi-grained contrastive learning
X Cheng, W Xu, Z Zhu, H Li, Y Zou - Proceedings of the 32nd ACM …, 2023 - dl.acm.org
Spoken language understanding (SLU) is a core task in task-oriented dialogue systems,
which aims at understanding user's current goal through constructing semantic frames. SLU …
which aims at understanding user's current goal through constructing semantic frames. SLU …
[PDF][PDF] Decoupling Breaks Data Barriers: A Decoupled Pre-training Framework for Multi-Intent Spoken Language Understanding
Abstract Multi-intent Spoken Language Understanding (Multi-intent SLU) can extract
multiple intents in a single utterance, gaining increasing attention. Nevertheless, current …
multiple intents in a single utterance, gaining increasing attention. Nevertheless, current …
Modeling Output-Level Task Relatedness in Multi-Task Learning with Feedback Mechanism
Multi-task learning (MTL) is a paradigm that simultaneously learns multiple tasks by sharing
information at different levels, enhancing the performance of each individual task. While …
information at different levels, enhancing the performance of each individual task. While …
NoiSLU: a Noisy speech corpus for Spoken Language Understanding in the Public Transport Domain
The use of local public transport requires the barrier-free purchase of a ticket. Travellers who
are not proficient in the local language benefit from a multilingual human (ticket) machine …
are not proficient in the local language benefit from a multilingual human (ticket) machine …