Papers with monolingual representation
How Good is Your Tokenizer? On the Monolingual Performance of Multilingual Language Models (2021.acl-long)
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| Challenge: | Using pretraining data, we find that a designated monolingual tokenizer plays an equally important role in the downstream performance of the model. |
| Approach: | They propose to compare pretrained multilingual models with their monolingual counterparts on a set of five diverse monolingual downstream tasks. |
| Outcome: | The proposed models offer previously unmatched performance in all NLP tasks. |