1 citations · 1 across the 3 of their papers we have counts for
5 papers
To What Degree Can Language Borders Be Blurred In BERT-based Multilingual Spoken Language Understanding?
Quynh Do, Judith Gaspers, Tobias Roding +1
This paper addresses the question as to what degree a BERT-based multilingual Spoken Language Understanding (SLU) model can transfer knowledge across languages. Through experiments…
Data balancing for boosting performance of low-frequency classes in Spoken Language Understanding
Judith Gaspers, Quynh Do, Fabian Triefenbach
Despite the fact that data imbalance is becoming more and more common in real-world Spoken Language Understanding (SLU) applications, it has not been studied extensively in the lit…
Cross-lingual transfer learning for spoken language understanding
Quynh Ngoc Thi Do, Judith Gaspers
Typically, spoken language understanding (SLU) models are trained on annotated data which are costly to gather. Aiming to reduce data needs for bootstrapping a SLU system for a new…
Neural Named Entity Recognition from Subword Units
Abdalghani Abujabal, Judith Gaspers
Named entity recognition (NER) is a vital task in spoken language understanding, which aims to identify mentions of named entities in text e.g., from transcribed speech. Existing n…
Selecting Machine-Translated Data for Quick Bootstrapping of a Natural Language Understanding System
Judith Gaspers, Penny Karanasou, Rajen Chatterjee
This paper investigates the use of Machine Translation (MT) to bootstrap a Natural Language Understanding (NLU) system for a new language for the use case of a large-scale voice-co…