Machine translation can be used to translate any sample into the high-resource language to alleviate this issue. However, having an MT system in every direction is costly and may not the best solution for cross-lingual classification. Cross-lingual encoders are a cheaper and more elegant alternat...
Translate text with SONAR from sonar.inference_pipelines.text import TextToTextModelPipeline t2t_model = TextToTextModelPipeline(encoder="text_sonar_basic_encoder", decoder="text_sonar_basic_decoder", tokenizer="text_sonar_basic_encoder") # tokenizer is attached to both encoder and decoder cards ...
There are two natural ways to use a translation system: TRANSLATE TRAIN and TRANSLATE TEST TRANSLATE TRAIN: the training data is translated into each target language to provide data to train each classifier; TRANSLATE TEST: a translation system is used at test time to translate input sentences to...
D. Chiang Learning to translate with source and target syntax ACL 2010, Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, Association for Computational Linguistics, Uppsala, Sweden (2010), pp. 1443-1452 Google Scholar Chiang et al., 2009 D. Chiang, K. Kni...
adequate translation. But remember, that translation is never authentic. When you use Google to Translate words from English to Urdu, sometimes the meanings that come up are absurd and irrelevant. Even you could sometimes realize that this is not the perfect Translation of English to Urdu words....
consists of 20k audio utterances for English and Spanish, and 4k for the other 19 languages, and uses the multi-model and multilingual encoders from SONAR. The output of the MuTox classifier is a logit of the evaluated being"toxic", according to the definition adopted in the corresponding ...
Machine translation can be used to translate any sample into the high-resource language to alleviate this issue. However, having an MT system in every direction is costly and may not the best solution for cross-lingual classification. Cross-lingual encoders are a cheaper and more elegant alternat...