DE eng

Search in the Catalogues and Directories

Hits 1 – 9 of 9

1
Integrating Unsupervised Data Generation into Self-Supervised Neural Machine Translation for Low-Resource Languages ...
BASE
Show details
2
Comparing Feature-Engineering and Feature-Learning Approaches for Multilingual Translationese Classification ...
Abstract: Traditional hand-crafted linguistically-informed features have often been used for distinguishing between translated and original non-translated texts. By contrast, to date, neural architectures without manual feature engineering have been less explored for this task. In this work, we (i) compare the traditional feature-engineering-based approach to the feature-learning-based one and (ii) analyse the neural architectures in order to investigate how well the hand-crafted features explain the variance in the neural models' predictions. We use pre-trained neural word embeddings, as well as several end-to-end neural architectures in both monolingual and multilingual settings and compare them to feature-engineering-based SVM classifiers. We show that (i) neural architectures outperform other approaches by more than 20 accuracy points, with the BERT-based model performing the best in both the monolingual and multilingual settings; (ii) while many individual hand-crafted translationese features correlate with ... : 9 pages, 5 pages appendix, 2 figures, 7 tables. The first 3 authors contributed equally. Accepted to EMNLP 2021, Main Conference ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2109.07604
https://dx.doi.org/10.48550/arxiv.2109.07604
BASE
Hide details
3
The European Language Technology Landscape in 2020: Language-Centric and Human-Centric AI for Cross-Cultural Communication in Multilingual Europe ...
BASE
Show details
4
Linguistically inspired morphological inflection with a sequence to sequence model ...
BASE
Show details
5
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers ...
BASE
Show details
6
INFODENS: An Open-source Framework for Learning Text Representations ...
BASE
Show details
7
Massively Multilingual Neural Grapheme-to-Phoneme Conversion ...
BASE
Show details
8
An Empirical Analysis of NMT-Derived Interlingual Embeddings and their Use in Parallel Sentence Identification ...
BASE
Show details
9
Predicting the Law Area and Decisions of French Supreme Court Cases ...
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
9
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern