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@@ -32,7 +32,7 @@ For training, we used all Turkish data that was present in the monolingual Turki
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  We tested the performance of **XLMR-MaCoCu-tr** on benchmarks of XPOS, UPOS and NER from the [Universal Dependencies](https://universaldependencies.org/) project. We also tested on a human translated version of the COPA data set (for details see our [Github repo](https://github.com/RikVN/COPA)). We compare performance to the strong multi-lingual models XLMR-base and XLMR-large, but also to the monolingual [BERTurk](https://huggingface.co/dbmdz/bert-base-turkish-cased) model. For details regarding the fine-tuning procedure you can checkout our [Github](https://github.com/macocu/LanguageModels).
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- Scores are averages of three runs, except for COPA, for which we use 10 runs. We use the same hyperparameter settings for all models.
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  | | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** | **COPA** |
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  |--------------------|:--------:|:--------:|:--------:|:--------:|---------|----------| ----------|
 
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  We tested the performance of **XLMR-MaCoCu-tr** on benchmarks of XPOS, UPOS and NER from the [Universal Dependencies](https://universaldependencies.org/) project. We also tested on a human translated version of the COPA data set (for details see our [Github repo](https://github.com/RikVN/COPA)). We compare performance to the strong multi-lingual models XLMR-base and XLMR-large, but also to the monolingual [BERTurk](https://huggingface.co/dbmdz/bert-base-turkish-cased) model. For details regarding the fine-tuning procedure you can checkout our [Github](https://github.com/macocu/LanguageModels).
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+ Scores are averages of three runs, except for COPA, for which we use 10 runs. We use the same hyperparameter settings for all models for POS/NER, for COPA we optimized each learning rate on the dev set.
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  | | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** | **COPA** |
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  |--------------------|:--------:|:--------:|:--------:|:--------:|---------|----------| ----------|