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1
Investigating the Helpfulness of Word-Level Quality Estimation for Post-Editing Machine Translation Output ...
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2
Multi-Head Highly Parallelized LSTM Decoder for Neural Machine Translation ...
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3
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification ...
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4
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation ...
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5
A Bidirectional Transformer Based Alignment Model for Unsupervised Word Alignment ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.24 Abstract: Word alignment and machine translation are two closely related tasks. Neural translation models, such as RNN-based and Transformer models, employ a target-to-source attention mechanism which can provide rough word alignments, but with a rather low accuracy. High-quality word alignment can help neural machine translation in many different ways, such as missing word detection, annotation transfer and lexicon injection. Existing methods for learning word alignment include statistical word aligners (e.g. GIZA++) and recently neural word alignment models. This paper presents a bidirectional Transformer based alignment (BTBA) model for unsupervised learning of the word alignment task. Our BTBA model predicts the current target word by attending the source context and both left-side and right-side target context to produce accurate target-to-source attention (alignment). We further fine-tune the target-to-source attention in the BTBA model to ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://dx.doi.org/10.48448/pmd0-7v13
https://underline.io/lecture/25375-a-bidirectional-transformer-based-alignment-model-for-unsupervised-word-alignment
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6
A Computational Model of the Referential Semantics of Projective Prepositions
In: Conference papers (2006)
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