We found a match
Your institution may have access to this item. Find your institution then sign in to continue.
- Title
Creating language resources for under-resourced languages: methodologies, and experiments with Arabic.
- Authors
El-Haj, Mahmoud; Kruschwitz, Udo; Fox, Chris
- Abstract
Language resources are important for those working on computational methods to analyse and study languages. These resources are needed to help advancing the research in fields such as natural language processing, machine learning, information retrieval and text analysis in general. We describe the creation of useful resources for languages that currently lack them, taking resources for Arabic summarisation as a case study. We illustrate three different paradigms for creating language resources, namely: (1) using crowdsourcing to produce a small resource rapidly and relatively cheaply; (2) translating an existing gold-standard dataset, which is relatively easy but potentially of lower quality; and (3) using manual effort with appropriately skilled human participants to create a resource that is more expensive but of high quality. The last of these was used as a test collection for TAC-2011. An evaluation of the resources is also presented.
- Subjects
FOREIGN language education; STUDY &; teaching of Arabic language in universities &; colleges; MACHINE learning; COMPUTATIONAL learning theory; ITERATIVE learning control
- Publication
Language Resources & Evaluation, 2015, Vol 49, Issue 3, p549
- ISSN
1574-020X
- Publication type
Article
- DOI
10.1007/s10579-014-9274-3