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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets
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In: https://hal.inria.fr/hal-03177623 ; 2021 (2021)
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Evaluating the Immediate Applicability of Pose Estimation for Sign Language Recognition ...
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Evaluating the Immediate Applicability of Pose Estimation for Sign Language Recognition ...
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On Biasing Transformer Attention Towards Monotonicity ...
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Abstract:
Many sequence-to-sequence tasks in natural language processing are roughly monotonic in the alignment between source and target sequence, and previous work has facilitated or enforced learning of monotonic attention behavior via specialized attention functions or pretraining. In this work, we introduce a monotonicity loss function that is compatible with standard attention mechanisms and test it on several sequence-to-sequence tasks: grapheme-to-phoneme conversion, morphological inflection, transliteration, and dialect normalization. Experiments show that we can achieve largely monotonic behavior. Performance is mixed, with larger gains on top of RNN baselines. General monotonicity does not benefit transformer multihead attention, however, we see isolated improvements when only a subset of heads is biased towards monotonic behavior. ... : To be published in: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL-HLT 2021) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2104.03945 https://arxiv.org/abs/2104.03945
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Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets ...
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Findings of the AmericasNLP 2021 Shared Task on Open Machine Translation for Indigenous Languages of the Americas ...
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A New Dataset and Efficient Baselines for Document-level Text Simplification in German ...
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AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages ...
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On Biasing Transformer Attention Towards Monotonicity
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In: Rios, Annette; Amrhein, Chantal; Aepli, Noëmi; Sennrich, Rico (2021). On Biasing Transformer Attention Towards Monotonicity. In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Online, 6 June 2021 - 11 June 2021. Association for Computational Linguistics, 4474-4488. (2021)
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Proceedings of the First Workshop on Natural Language Processing for Indigenous Languages of the Americas
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In: Proceedings of the First Workshop on Natural Language Processing for Indigenous Languages of the Americas. Edited by: Mager, Manuel; Oncevay, Arturo; Rios, Annette; Meza Ruiz, Ivan Vladimir; Palmer, Alexis; Neubig, Graham; Kann, Katharina (2021). Online: Association for Computational Linguistics. (2021)
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Exploring German Multi-Level Text Simplification
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In: Spring, Nicolas; Rios, Annette; Ebling, Sarah (2021). Exploring German Multi-Level Text Simplification. In: International Conference on Recent Advances in Natural Language Processing (RANLP 2021), online, 1 September 2021 - 3 September 2021. ACL Anthology, 1339-1349. (2021)
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Subword Segmentation and a Single Bridge Language Affect Zero-Shot Neural Machine Translation ...
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Subword segmentation and a single bridge language affect zero-shot neural machine translation ...
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Domain robustness in neural machine translation
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In: Müller, Mathias; Rios, Annette; Sennrich, Rico (2020). Domain robustness in neural machine translation. In: 14th Conference of the Association for Machine Translation in the Americas (AMTA 2020), Virtual, 6 October 2020 - 9 October 2020. Association for Machine Translation in the Americas, 151-164. (2020)
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Improving Word Sense Disambiguation in Neural Machine Translation with Sense Embeddings ...
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Co-reference Resolution of Elided Subjects and Possessive Pronouns in Spanish-English Statistical Machine Translation ...
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Co-reference Resolution of Elided Subjects and Possessive Pronouns in Spanish-English Statistical Machine Translation
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In: Rios, Annette; Tuggener, Don (2017). Co-reference Resolution of Elided Subjects and Possessive Pronouns in Spanish-English Statistical Machine Translation. In: 15th Conference of the European Chapter of the Association for Computational Linguistics, Valencia, Spain, 3 April 2017 - 7 April 2017. Association for Computational Linguistics, 657-662. (2017)
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