TY - GEN
T1 - Does 'well-being' translate on Twitter?
AU - Smith, Laura K.
AU - Giorgi, Salvatore
AU - Solanki, Rishi
AU - Eichstaedt, Johannes C.
AU - Andrew Schwartz, H.
AU - Abdul-Mageed, Muhammad
AU - Buffone, Anneke
AU - Ungar, Lyle H.
N1 - Publisher Copyright:
© 2016 Association for Computational Linguistics
PY - 2016
Y1 - 2016
N2 - We investigate whether psychological well-being translates across English and Spanish Twitter, by building and comparing source language and automatically translated weighted lexica in English and Spanish. We find that the source language models perform substantially better than the machine translated versions. Moreover, manually correcting translation errors does not improve model performance, suggesting that meaningful cultural information is being lost in translation. Further work is needed to clarify when automatic translation of well-being lexica is effective and how it can be improved for cross-cultural analysis.
AB - We investigate whether psychological well-being translates across English and Spanish Twitter, by building and comparing source language and automatically translated weighted lexica in English and Spanish. We find that the source language models perform substantially better than the machine translated versions. Moreover, manually correcting translation errors does not improve model performance, suggesting that meaningful cultural information is being lost in translation. Further work is needed to clarify when automatic translation of well-being lexica is effective and how it can be improved for cross-cultural analysis.
UR - https://www.scopus.com/pages/publications/85040572130
U2 - 10.18653/v1/d16-1217
DO - 10.18653/v1/d16-1217
M3 - Conference contribution
AN - SCOPUS:85040572130
T3 - EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings
SP - 2042
EP - 2047
BT - EMNLP 2016 - Conference on Empirical Methods in Natural Language Processing, Proceedings
PB - Association for Computational Linguistics (ACL)
T2 - 2016 Conference on Empirical Methods in Natural Language Processing, EMNLP 2016
Y2 - 1 November 2016 through 5 November 2016
ER -