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README.md
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## Bulgarian
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| | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** |
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| | **Dev** | **Test** | **Dev** | **Test** | **Dev** | **Test** |
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| **XLM-R-base** | 99.2 | 99.4 | 98.0 | 98.3 | 93.2 | 92.9 |
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| **XLM-R-large** | 99.3 | 99.4 | 97.4 | 97.7 | 93.7 | 93.5 |
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| **BERTovski** | 98.8 | 99.1 | 97.6 | 97.8 | 93.5 | 93.3 |
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| **XLMR-BERTovski** | 99.3 | 99.5 | 98.5 | 98.8 | 94.4 | 94.3 |
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## Macedonian
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| | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** |
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| | **Dev** | **Test** | **Dev** | **Test** | **Dev** | **Test** |
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| **XLM-R-base** | 98.3 | 98.6 | 97.3 | 97.1 | 92.8 | 94.8 |
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| **XLM-R-large** | 98.3 | 98.7 | 97.7 | 97.5 | 93.3 | 95.1 |
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| **BERTovski** | 97.8 | 98.1 | 96.4 | 96.0 | 92.8 | 94.6 |
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| **XLMR-BERTovski** | 98.6 | 98.8 | 98.0 | 97.7 | 94.4 | 96.3 |
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# Acknowledgements
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## Bulgarian
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| | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** | **COPA** |
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|-----------------|:--------:|:--------:|:--------:|:--------:|:-------:|:--------:|:--------:|
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| | **Dev** | **Test** | **Dev** | **Test** | **Dev** | **Test** | **Test** |
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| **XLM-R-base** | 99.2 | 99.4 | 98.0 | 98.3 | 93.2 | 92.9 | 56.9 |
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| **XLM-R-large** | 99.3 | 99.4 | 97.4 | 97.7 | 93.7 | 93.5 | 53.1 |
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| **BERTovski** | 98.8 | 99.1 | 97.6 | 97.8 | 93.5 | 93.3 | 51.7 |
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| **XLMR-BERTovski** | 99.3 | 99.5 | 98.5 | 98.8 | 94.4 | 94.3 | 53.1 |
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## Macedonian
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| | **UPOS** | **UPOS** | **XPOS** | **XPOS** | **NER** | **NER** | **COPA** |
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|-----------------|:--------:|:--------:|:--------:|:--------:|:-------:|:--------:|:--------:|
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| | **Dev** | **Test** | **Dev** | **Test** | **Dev** | **Test** | **Test** |
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| **XLM-R-base** | 98.3 | 98.6 | 97.3 | 97.1 | 92.8 | 94.8 | 54.6 |
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| **XLM-R-large** | 98.3 | 98.7 | 97.7 | 97.5 | 93.3 | 95.1 | 52.6 |
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| **BERTovski** | 97.8 | 98.1 | 96.4 | 96.0 | 92.8 | 94.6 | 52.2 |
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| **XLMR-BERTovski** | 98.6 | 98.8 | 98.0 | 97.7 | 94.4 | 96.3 | 51.7|
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# Acknowledgements
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