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1
Language Models are Few-shot Multilingual Learners ...
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2
BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling ...
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3
Are Multilingual Models Effective in Code-Switching? ...
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4
Zero-Shot Dialogue State Tracking via Cross-Task Transfer ...
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5
XPersona: Evaluating Multilingual Personalized Chatbot ...
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6
Learning Fast Adaptation on Cross-Accented Speech Recognition ...
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7
XPersona: Evaluating Multilingual Personalized Chatbot ...
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8
Meta-Transfer Learning for Code-Switched Speech Recognition ...
Abstract: An increasing number of people in the world today speak a mixed-language as a result of being multilingual. However, building a speech recognition system for code-switching remains difficult due to the availability of limited resources and the expense and significant effort required to collect mixed-language data. We therefore propose a new learning method, meta-transfer learning, to transfer learn on a code-switched speech recognition system in a low-resource setting by judiciously extracting information from high-resource monolingual datasets. Our model learns to recognize individual languages, and transfer them so as to better recognize mixed-language speech by conditioning the optimization on the code-switching data. Based on experimental results, our model outperforms existing baselines on speech recognition and language modeling tasks, and is faster to converge. ... : Accepted in ACL 2020. The first two authors contributed equally to this work ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD
URL: https://dx.doi.org/10.48550/arxiv.2004.14228
https://arxiv.org/abs/2004.14228
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9
On the Importance of Word Order Information in Cross-lingual Sequence Labeling ...
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10
Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems ...
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11
Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition ...
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