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1
How Well Do LSTM Language Models Learn Filler-gap Dependencies?
In: Proceedings of the Society for Computation in Linguistics (2022)
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Using Interlinear Glosses as Pivot in Low-Resource Multilingual Machine Translation ...
Abstract: We demonstrate a new approach to Neural Machine Translation (NMT) for low-resource languages using a ubiquitous linguistic resource, Interlinear Glossed Text (IGT). IGT represents a non-English sentence as a sequence of English lemmas and morpheme labels. As such, it can serve as a pivot or interlingua for NMT. Our contribution is four-fold. Firstly, we pool IGT for 1,497 languages in ODIN (54,545 glosses) and 70,918 glosses in Arapaho and train a gloss-to-target NMT system from IGT to English, with a BLEU score of 25.94. We introduce a multilingual NMT model that tags all glossed text with gloss-source language tags and train a universal system with shared attention across 1,497 languages. Secondly, we use the IGT gloss-to-target translation as a key step in an English-Turkish MT system trained on only 865 lines from ODIN. Thirdly, we we present five metrics for evaluating extremely low-resource translation when BLEU is no longer sufficient and evaluate the Turkish low-resource system using BLEU and also ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.1911.02709
https://arxiv.org/abs/1911.02709
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3
A Resource for Computational Experiments on Mapudungun ...
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4
Language Technologies for Humanitarian Aid ...
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Language Technologies for Humanitarian Aid ...
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6
Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations ...
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7
ParaMor: Finding Paradigms across Morphology ...
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ParaMor: Minimally-Supervised Induction of Paradigm Structure and Morphological Analysis ...
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9
ParaMor: Finding Paradigms across Morphology ...
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10
POS error detection in automatically annotated corpora
Rehbein, Ines [Verfasser]; Levin, Lori [Herausgeber]; Stede, Manfred [Herausgeber]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2016
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11
Polyglot Neural Language Models: A Case Study in Cross-Lingual Phonetic Representation Learning ...
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12
Proceedings of the Grammar Engineering Across Frameworks (GEAF) 2015 Workshop
Bender, Emily,; Levin, Lori; Müller, Stefan. - : HAL CCSD, 2015. : Association for Computational Linguistics, 2015
In: The 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing ; https://hal.archives-ouvertes.fr/hal-01181344 ; The 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing, Jul 2015, Beijing, China. Association for Computational Linguistics, 2015 (2015)
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13
Statistical modality tagging from rule-based annotations and crowdsourcing ...
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14
Use of Modality and Negation in Semantically-Informed Syntactic MT ...
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15
STTS 2.0? Improving the tagset for the part-of-speech-tagging of German spoken data
Westpfahl, Swantje [Verfasser]; Levin, Lori [Herausgeber]; Stede, Manfred [Herausgeber]. - Mannheim : Institut für Deutsche Sprache, Bibliothek, 2014
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16
A Modality Lexicon and its use in Automatic Tagging ...
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17
Semantically-Informed Syntactic Machine Translation: A Tree-Grafting Approach ...
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18
Use of Modality and Negation in Semantically-Informed Syntactic MT
In: DTIC (2012)
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19
Statistical Modality Tagging from Rule-based Annotations and Crowdsourcing
Prabhakaran, Vinodkumar; Bloodgood, Michael; Diab, Mona. - : Association for Computational Linguistics, 2012
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20
Use of Modality and Negation in Semantically-Informed Syntactic MT
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