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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 11 of 11 1 Language Models are Few-shot Multilingual Learners ... Winata, Genta Indra; Madotto, Andrea; Lin, Zhaojiang. - : arXiv, 2021 BASE Show details 2 BiToD: A Bilingual Multi-Domain Dataset For Task-Oriented Dialogue Modeling ... Lin, Zhaojiang; Madotto, Andrea; Winata, Genta Indra. - : arXiv, 2021 BASE Show details 3 Are Multilingual Models Effective in Code-Switching? ... Winata, Genta Indra; Cahyawijaya, Samuel; Liu, Zihan. - : arXiv, 2021 BASE Show details 4 Zero-Shot Dialogue State Tracking via Cross-Task Transfer ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Cho, Eunjoon; Crook, Paul. - : Underline Science Inc., 2021 BASE Show details 5 XPersona: Evaluating Multilingual Personalized Chatbot ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; ., Zihan; Bang, Yejin. - : Underline Science Inc., 2021 BASE Show details 6 Learning Fast Adaptation on Cross-Accented Speech Recognition ... Winata, Genta Indra; Cahyawijaya, Samuel; Liu, Zihan. - : arXiv, 2020 BASE Show details 7 XPersona: Evaluating Multilingual Personalized Chatbot ... Lin, Zhaojiang; Liu, Zihan; Winata, Genta Indra. - : arXiv, 2020 BASE Show details 8 Meta-Transfer Learning for Code-Switched Speech Recognition ... Winata, Genta Indra; Cahyawijaya, Samuel; Lin, Zhaojiang. - : arXiv, 2020 BASE Show details 9 On the Importance of Word Order Information in Cross-lingual Sequence Labeling ... Liu, Zihan; Winata, Genta Indra; Cahyawijaya, Samuel. - : arXiv, 2020 BASE Show details 10 Attention-Informed Mixed-Language Training for Zero-shot Cross-lingual Task-oriented Dialogue Systems ... Liu, Zihan; Winata, Genta Indra; Lin, Zhaojiang. - : arXiv, 2019 BASE Show details 11 Hierarchical Meta-Embeddings for Code-Switching Named Entity Recognition ... Winata, Genta Indra; Lin, Zhaojiang; Shin, Jamin; Liu, Zihan; Fung, Pascale. - : arXiv, 2019 Abstract: In countries that speak multiple main languages, mixing up different languages within a conversation is commonly called code-switching. Previous works addressing this challenge mainly focused on word-level aspects such as word embeddings. However, in many cases, languages share common subwords, especially for closely related languages, but also for languages that are seemingly irrelevant. Therefore, we propose Hierarchical Meta-Embeddings (HME) that learn to combine multiple monolingual word-level and subword-level embeddings to create language-agnostic lexical representations. On the task of Named Entity Recognition for English-Spanish code-switching data, our model achieves the state-of-the-art performance in the multilingual settings. We also show that, in cross-lingual settings, our model not only leverages closely related languages, but also learns from languages with different roots. Finally, we show that combining different subunits are crucial for capturing code-switching entities. ... : Accepted by EMNLP 2019 ... Keyword: Computation and Language cs.CL; FOS Computer and information sciences URL: https://arxiv.org/abs/1909.08504 https://dx.doi.org/10.48550/arxiv.1909.08504 BASE Hide details

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