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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

Multilingual Transfer Learning for QA using Translation as Data Augmentation

February 1, 2023

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Authors

Mihaela Bornea

IBM Research


Lin Pan

IBM Research


Sara Rosenthal

IBM Research


Radu Florian

IBM Research


Avirup Sil

IBM Research


DOI:

10.1609/aaai.v35i14.17491


Abstract:

Prior work on multilingual question answering has mostly focused on using large multilingual pre-trained language models (LM) to perform zero-shot language-wise learning: train a QA model on English and test on other languages. In this work, we explore strategies that improve cross-lingual transfer by bringing the multilingual embeddings closer in the semantic space. Our first strategy augments the original English training data with machine translation-generated data. This results in a corpus of multilingual silver-labeled QA pairs that is 14 times larger than the original training set. In addition, we propose two novel strategies, language adversarial training and language arbitration framework, which significantly improve the (zero-resource) cross-lingual transfer performance and result in LM embeddings that are less language-variant. Empirically, we show that the proposed models outperform the previous zero-shot baseline on the recently introduced multilingual MLQA and TyDiQA datasets.

Topics: AAAI

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HOW TO CITE:

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil Multilingual Transfer Learning for QA using Translation as Data Augmentation Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil Multilingual Transfer Learning for QA using Translation as Data Augmentation AAAI 2021, 12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil (2021). Multilingual Transfer Learning for QA using Translation as Data Augmentation. Proceedings of the AAAI Conference on Artificial Intelligence, 12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. Multilingual Transfer Learning for QA using Translation as Data Augmentation. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. 2021. Multilingual Transfer Learning for QA using Translation as Data Augmentation. "Proceedings of the AAAI Conference on Artificial Intelligence". 12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. (2021) "Multilingual Transfer Learning for QA using Translation as Data Augmentation", Proceedings of the AAAI Conference on Artificial Intelligence, p.12583-12591

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil, "Multilingual Transfer Learning for QA using Translation as Data Augmentation", AAAI, p.12583-12591, 2021.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. "Multilingual Transfer Learning for QA using Translation as Data Augmentation". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. "Multilingual Transfer Learning for QA using Translation as Data Augmentation". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12583-12591.

Mihaela Bornea||Lin Pan||Sara Rosenthal||Radu Florian||Avirup Sil. Multilingual Transfer Learning for QA using Translation as Data Augmentation. AAAI[Internet]. 2021[cited 2023]; 12583-12591.


ISSN: 2374-3468


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