Papers by Fatiha Sadat
Retrieving Information from the French Lexical Network in RDF/OWL Format (L18-1)
Copied to clipboard
| Challenge: | a Java API to retrieve lexical information from the French Lexical Network is presented . RDF/OWL languages are not sufficient for a more detailed representation of linguistic information. |
| Approach: | They propose a Java API to retrieve lexical information from the French Lexical Network . this API was used in the identification of collocations in a french corpus of 1.8 million sentences . |
| Outcome: | The proposed API was used to identify collocations in a French corpus of 1.8 million sentences and in the semantic classification of these collocation. |
Revitalization of Indigenous Languages through Pre-processing and Neural Machine Translation: The case of Inuktitut (2020.coling-main)
Copied to clipboard
| Challenge: | Indigenous languages have been considered low-resource and/or endangered . authors propose a method to revitalize the language spoken in northern canada . |
| Approach: | They propose to revitalize the Inuktitut language through pre-processing and neural machine translation . they propose to use this technique to perform morphological analysis and neural translation tasks . |
| Outcome: | The proposed approach improves the Inuktitut language compared to the state-of-the-art . the proposed approach is based on preprocessing and neural machine translation . |
Joint Learning of Pre-Trained and Random Units for Domain Adaptation in Part-of-Speech Tagging (N19-1)
Copied to clipboard
| Challenge: | Pre-trained neural networks struggle with learning uncommon target-specific patterns. |
| Approach: | They propose to augment the target-network with normalised, weighted and randomly initialised units that beget a better adaptation while maintaining valuable source knowledge. |
| Outcome: | The proposed method achieves state-of-the-art on 3 commonly used datasets. |