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 |