DE eng

Search in the Catalogues and Directories

Hits 1 – 5 of 5

1
AdaTag: Multi-Attribute Value Extraction from Product Profiles with Adaptive Decoding ...
BASE
Show details
2
Adversarial Multitask Learning for Joint Multi-Feature and Multi-Dialect Morphological Modeling ...
Zalmout, Nasser; Habash, Nizar. - : arXiv, 2019
Abstract: Morphological tagging is challenging for morphologically rich languages due to the large target space and the need for more training data to minimize model sparsity. Dialectal variants of morphologically rich languages suffer more as they tend to be more noisy and have less resources. In this paper we explore the use of multitask learning and adversarial training to address morphological richness and dialectal variations in the context of full morphological tagging. We use multitask learning for joint morphological modeling for the features within two dialects, and as a knowledge-transfer scheme for cross-dialectal modeling. We use adversarial training to learn dialect invariant features that can help the knowledge-transfer scheme from the high to low-resource variants. We work with two dialectal variants: Modern Standard Arabic (high-resource "dialect") and Egyptian Arabic (low-resource dialect) as a case study. Our models achieve state-of-the-art results for both. Furthermore, adversarial training provides ... : Accepted to ACL 2019 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
URL: https://arxiv.org/abs/1910.12702
https://dx.doi.org/10.48550/arxiv.1910.12702
BASE
Hide details
3
Joint Diacritization, Lemmatization, Normalization, and Fine-Grained Morphological Tagging ...
Zalmout, Nasser; Habash, Nizar. - : arXiv, 2019
BASE
Show details
4
Utilizing Character and Word Embeddings for Text Normalization with Sequence-to-Sequence Models ...
BASE
Show details
5
Optimizing Tokenization Choice for Machine Translation across Multiple Target Languages
In: Prague Bulletin of Mathematical Linguistics , Vol 108, Iss 1, Pp 257-269 (2017) (2017)
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
5
0
0
0
0
© 2013 - 2024 Lin|gu|is|tik | Imprint | Privacy Policy | Datenschutzeinstellungen ändern