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Hits 1 – 9 of 9

1
Personalized Transformer for Explainable Recommendation ...
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2
Learning Shared Semantic Space for Speech-to-Text Translation ...
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3
Glancing Transformer for Non-Autoregressive Neural Machine Translation ...
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4
Probabilistic Graph Reasoning for Natural Proof Generation ...
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5
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker ...
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6
Language Tags Matter for Zero-Shot Neural Machine Translation ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.264 Abstract: Multilingual Neural Machine Translation (MNMT) has aroused widespread interest due to its efficiency. An exciting advantage of MNMT models is that they could also translate between unsupervised (zero-shot) languages. Language tag (LT) strategies are often adopted to indicate the translation directions in MNMT. In this paper, we demonstrate that the LTs are not only indicators for translation directions but also crucial to zero-shot translation qualities. Unfortunately, previous work tends to ignore the importance of LT strategies. We demonstrate that a proper LT strategy could enhance the consistency of semantic representations and alleviate the off-target issue in zero-shot directions. Experimental results show that by ignoring the source language tag (SLT) and adding the target language tag (TLT) to the encoder, the zero-shot translations could achieve a +8 BLEU score difference over other LT strategies in IWSLT17, Europarl, TED talks ...
URL: https://dx.doi.org/10.48448/w24s-t108
https://underline.io/lecture/26355-language-tags-matter-for-zero-shot-neural-machine-translation
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7
Learning Language Specific Sub-network for Multilingual Machine Translation ...
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8
Contrastive Aligned Joint Learning for Multilingual Summarization ...
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9
Contrastive Learning for Many-to-many Multilingual Neural Machine Translation ...
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