Adapting Word Embeddings to New Languages with Morphological and Phonological Subword Representations

Aditi Chaudhary
Aditi Chaudhary
David R. Mortensen
David R. Mortensen

EMNLP, pp. 3285-3295, 2018.

Cited by: 24|Views47
EI
Weibo:
Preliminary evaluation on a separate task of machine translation reconfirms the utility of subword units and further research will reveal what these learned subword representations can contribute to other tasks

Abstract:

Much work in Natural Language Processing (NLP) has been for resource-rich languages, making generalization to new, less-resourced languages challenging. We present two approaches for improving generalization to low-resourced languages by adapting continuous word representations using linguistically motivated subword units: phonemes, morph...More

Code:

Data:

0
Your rating :
0

 

Tags
Comments