DE eng

Search in the Catalogues and Directories

Hits 1 – 12 of 12

1
"Wikily" Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
Abstract: We present a simple but effective approach for leveraging Wikipedia for neural machine translation as well as cross-lingual tasks of image captioning and dependency parsing without using any direct supervision from external parallel data or supervised models in the target language. We show that first sentences and titles of linked Wikipedia pages, as well as cross-lingual image captions, are strong signals for a seed parallel data to extract bilingual dictionaries and cross-lingual word embeddings for mining parallel text from Wikipedia. Our final model achieves high BLEU scores that are close to or sometimes higher than strong supervised baselines in low-resource languages; e.g. supervised BLEU of 4.0 versus 12.1 from our model in English-to-Kazakh. Moreover, we tailor our wikily supervised translation models to unsupervised image captioning, and cross-lingual dependency parser transfer. In image captioning, we train a multi-tasking machine translation and image captioning pipeline for Arabic and English ... : To appear in EMNLP 2021 main conference ...
Keyword: Computation and Language cs.CL; Computer Vision and Pattern Recognition cs.CV; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2104.08384
https://arxiv.org/abs/2104.08384
BASE
Hide details
2
Universal Dependencies 2.9
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
BASE
Show details
3
Universal Dependencies 2.8.1
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
BASE
Show details
4
Universal Dependencies 2.8
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2021
BASE
Show details
5
Wikily Supervised Neural Translation Tailored to Cross-Lingual Tasks ...
BASE
Show details
6
Universal Dependencies 2.7
Zeman, Daniel; Nivre, Joakim; Abrams, Mitchell. - : Universal Dependencies Consortium, 2020
BASE
Show details
7
ParsiNLU: A Suite of Language Understanding Challenges for Persian ...
BASE
Show details
8
The Persian Dependency Treebank Made Universal ...
BASE
Show details
9
Mutlitask Learning for Cross-Lingual Transfer of Semantic Dependencies ...
BASE
Show details
10
Cross-Lingual Transfer of Natural Language Processing Systems
BASE
Show details
11
Cross-Lingual Transfer of Semantic Roles: From Raw Text to Semantic Roles ...
BASE
Show details
12
Cross-Lingual Syntactic Transfer with Limited Resources ...
BASE
Show details

Catalogues
0
0
0
0
0
0
0
Bibliographies
0
0
0
0
0
0
0
0
0
Linked Open Data catalogues
0
Online resources
0
0
0
0
Open access documents
12
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern