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1
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages ...
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2
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification ...
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3
The European Language Technology Landscape in 2020: Language-Centric and Human-Centric AI for Cross-Cultural Communication in Multilingual Europe ...
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4
Linguistically inspired morphological inflection with a sequence to sequence model ...
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5
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers ...
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6
INFODENS: An Open-source Framework for Learning Text Representations ...
Abstract: The advent of representation learning methods enabled large performance gains on various language tasks, alleviating the need for manual feature engineering. While engineered representations are usually based on some linguistic understanding and are therefore more interpretable, learned representations are harder to interpret. Empirically studying the complementarity of both approaches can provide more linguistic insights that would help reach a better compromise between interpretability and performance. We present INFODENS, a framework for studying learned and engineered representations of text in the context of text classification tasks. It is designed to simplify the tasks of feature engineering as well as provide the groundwork for extracting learned features and combining both approaches. INFODENS is flexible, extensible, with a short learning curve, and is easy to integrate with many of the available and widely used natural language processing tools. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1810.07091
https://arxiv.org/abs/1810.07091
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7
Massively Multilingual Neural Grapheme-to-Phoneme Conversion ...
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8
An Empirical Analysis of NMT-Derived Interlingual Embeddings and their Use in Parallel Sentence Identification ...
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9
Predicting the Law Area and Decisions of French Supreme Court Cases ...
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