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Building Robust Spoken Language Understanding by Cross Attention between Phoneme Sequence and ASR Hypothesis ...
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An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ...
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An Unsupervised Method for Building Sentence Simplification Corpora in Multiple Languages ...
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Abstract:
The availability of parallel sentence simplification (SS) is scarce for neural SS modelings. We propose an unsupervised method to build SS corpora from large-scale bilingual translation corpora, alleviating the need for SS supervised corpora. Our method is motivated by the following two findings: neural machine translation model usually tends to generate more high-frequency tokens and the difference of text complexity levels exists between the source and target language of a translation corpus. By taking the pair of the source sentences of translation corpus and the translations of their references in a bridge language, we can construct large-scale pseudo parallel SS data. Then, we keep these sentence pairs with a higher complexity difference as SS sentence pairs. The building SS corpora with an unsupervised approach can satisfy the expectations that the aligned sentences preserve the same meanings and have difference in text complexity levels. Experimental results show that SS methods trained by our corpora ...
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URL: https://dx.doi.org/10.48448/bsjw-4x44 https://underline.io/lecture/38344-an-unsupervised-method-for-building-sentence-simplification-corpora-in-multiple-languages
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Combining Deep Generative Models and Multi-lingual Pretraining for Semi-supervised Document Classification ...
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A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
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A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ...
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Assessment of a biofluid mechanics-based model for calculating portal pressure in canines
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In: BMC Vet Res (2020)
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Facing the challenges in ophthalmology clerkship teaching: Is flipped classroom the answer?
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The Interpretation of Chinese Couplets' Syntactic Features: A Comparative Study of Two English Translation Versions of Xiyou Ji**
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Zhu, Yi. - : The University of Queensland, School of Languages and Cultures, 2015
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OntoPDF: using a text mining pipeline to generate enriched PDF versions of scientific papers
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In: Zhu, Yi; Rinaldi, Fabio (2014). OntoPDF: using a text mining pipeline to generate enriched PDF versions of scientific papers. In: 6th International Symposium on Semantic Mining in Biomedicine, Aveiro, Portugal, 6 October 2014 - 7 October 2014, 85-89. (2014)
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