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1
An Empirical Study of Cross-Lingual Transferability in Generative Dialogue State Tracker ...
Lin, Yen-Ting; Chen, Yun-Nung. - : arXiv, 2021
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2
Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
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3
Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
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4
CLUSE: Cross-Lingual Unsupervised Sense Embeddings ...
Chi, Ta-Chung; Chen, Yun-Nung. - : arXiv, 2018
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5
Natural Language Generation by Hierarchical Decoding with Linguistic Patterns ...
Abstract: Natural language generation (NLG) is a critical component in spoken dialogue systems. Classic NLG can be divided into two phases: (1) sentence planning: deciding on the overall sentence structure, (2) surface realization: determining specific word forms and flattening the sentence structure into a string. Many simple NLG models are based on recurrent neural networks (RNN) and sequence-to-sequence (seq2seq) model, which basically contains an encoder-decoder structure; these NLG models generate sentences from scratch by jointly optimizing sentence planning and surface realization using a simple cross entropy loss training criterion. However, the simple encoder-decoder architecture usually suffers from generating complex and long sentences, because the decoder has to learn all grammar and diction knowledge. This paper introduces a hierarchical decoding NLG model based on linguistic patterns in different levels, and shows that the proposed method outperforms the traditional one with a smaller model size. ... : Published in NAACL-HLT 2018, the first two authors have equal contributions ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1808.02747
https://dx.doi.org/10.48550/arxiv.1808.02747
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6
Investigating Linguistic Pattern Ordering in Hierarchical Natural Language Generation ...
Su, Shang-Yu; Chen, Yun-Nung. - : arXiv, 2018
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7
BCWS: Bilingual Contextual Word Similarity ...
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8
Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks ...
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