Eger, Steffen ; Hoenen, Armin ; Mehler, Alexander (2016)
Language classification from bilingual word embedding graphs.
26th International Conference on Computational Linguistics (COLING 2016). Osaka, Japan (11.12.2016-16.12.2016)
Konferenzveröffentlichung, Bibliographie
Kurzbeschreibung (Abstract)
We study the role of the second language in bilingual word embeddings in monolingual semantic evaluation tasks. We find strongly and weakly positive correlations between down-stream task performance and second language similarity to the target language. Additionally, we show how bilingual word embeddings can be employed for the task of semantic language classification and that joint semantic spaces vary in meaningful ways across second languages. Our results support the hypothesis that semantic language similarity is influenced by both structural similarity as well as geography/contact.
| Typ des Eintrags: | Konferenzveröffentlichung |
|---|---|
| Erschienen: | 2016 |
| Autor(en): | Eger, Steffen ; Hoenen, Armin ; Mehler, Alexander |
| Art des Eintrags: | Bibliographie |
| Titel: | Language classification from bilingual word embedding graphs |
| Sprache: | Englisch |
| Publikationsjahr: | Dezember 2016 |
| Ort: | Osaka, Japan |
| Verlag: | The COLING 2016 Organizing Committee |
| Buchtitel: | Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers |
| Veranstaltungstitel: | 26th International Conference on Computational Linguistics (COLING 2016) |
| Veranstaltungsort: | Osaka, Japan |
| Veranstaltungsdatum: | 11.12.2016-16.12.2016 |
| URL / URN: | http://www.aclweb.org/anthology/C16-1331 |
| Kurzbeschreibung (Abstract): | We study the role of the second language in bilingual word embeddings in monolingual semantic evaluation tasks. We find strongly and weakly positive correlations between down-stream task performance and second language similarity to the target language. Additionally, we show how bilingual word embeddings can be employed for the task of semantic language classification and that joint semantic spaces vary in meaningful ways across second languages. Our results support the hypothesis that semantic language similarity is influenced by both structural similarity as well as geography/contact. |
| Freie Schlagworte: | UKP_reviewed;UKP_a_DLinNLP |
| ID-Nummer: | TUD-CS-2016-1446 |
| Fachbereich(e)/-gebiet(e): | 20 Fachbereich Informatik 20 Fachbereich Informatik > Ubiquitäre Wissensverarbeitung |
| Hinterlegungsdatum: | 31 Dez 2016 14:29 |
| Letzte Änderung: | 02 Jul 2024 09:36 |
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