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. 2021 Jun 17;7:e598. doi: 10.7717/peerj-cs.598

Table 3. Cross-lingual generalisation studies.

All studies included English as the main language, hence only additional languages are mentioned.

Study Data translation Embedding and classifier
models
Additional languages
Pamungkas & Patti (2019) Training, automatic MUSE embeddings, LSTM, “joint-learning” Spanish, Italian, German
Pamungkas, Basile & Patti (2020) Training, automatic MUSE embeddings, mBERT, LSTM, SVM, “joint-learning” Spanish, Italian
Glavaš, Karan & Vulić (2020) Testing, manual mBERT, XLM-R Albanian, Croatian, German, Russian, Turkish
Arango, Prez & Poblete (2020) Testing, automatic MUSE embeddings, LSTM, GBDT Spanish
Fortuna, Soler-Company & Wanner (2021) None mBERT Italian, Spanish, Portuguese