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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Search Engine Guided Neural Machine Translation

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Jiatao Gu

The University of Hong Kong


Yong Wang

The University of Hong Kong


Kyunghyun Cho

New York University


Victor O.K. Li

The University of Hong Kong


DOI:

10.1609/aaai.v32i1.12013


Abstract:

In this paper, we extend an attention-based neural machine translation (NMT) model by allowing it to access an entire training set of parallel sentence pairs even after training. The proposed approach consists of two stages. In the first stage –retrieval stage–, an off-the-shelf, black-box search engine is used to retrieve a small subset of sentence pairs from a training set given a source sentence. These pairs are further filtered based on a fuzzy matching score based on edit distance. In the second stage–translation stage–, a novel translation model, called search engine guided NMT (SEG-NMT), seamlessly uses both the source sentence and a set of retrieved sentence pairs to perform the translation. Empirical evaluation on three language pairs (En-Fr, En-De, and En-Es) shows that the proposed approach significantly outperforms the baseline approach and the improvement is more significant when more relevant sentence pairs were retrieved.

Topics: AAAI

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HOW TO CITE:

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li Search Engine Guided Neural Machine Translation Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li Search Engine Guided Neural Machine Translation AAAI 2018, .

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li (2018). Search Engine Guided Neural Machine Translation. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. Search Engine Guided Neural Machine Translation. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. 2018. Search Engine Guided Neural Machine Translation. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. (2018) "Search Engine Guided Neural Machine Translation", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li, "Search Engine Guided Neural Machine Translation", AAAI, p., 2018.

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. "Search Engine Guided Neural Machine Translation". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. "Search Engine Guided Neural Machine Translation". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Jiatao Gu||Yong Wang||Kyunghyun Cho||Victor O.K. Li. Search Engine Guided Neural Machine Translation. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
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