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README.md
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This is a [SpanMarker](https://github.com/tomaarsen/SpanMarkerNER) model that can be used for Named Entity Recognition. In particular, this SpanMarker model uses [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) as the underlying encoder. See [train.py](train.py) for the training script.
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## Usage
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To use this model for inference, first install the `span_marker` library:
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This is a [SpanMarker](https://github.com/tomaarsen/SpanMarkerNER) model that can be used for Named Entity Recognition. In particular, this SpanMarker model uses [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) as the underlying encoder. See [train.py](train.py) for the training script.
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## Metrics
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| **Language** | **F1** | **Precision** | **Recall** |
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|--------------|--------|---------------|------------|
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| all | 91.31 | 91.99 | 90.64 |
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| **de** | 93.77 | 93.56 | 93.87 |
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| **en** | 94.55 | 94.01 | 95.10 |
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| **es** | 90.82 | 92.58 | 89.13 |
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| **fr** | 90.90 | 93.23 | 88.68 |
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| **it** | 93.40 | 90.23 | 92.60 |
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| **nl** | 92.47 | 93.61 | 91.36 |
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| **pl** | 91.66 | 92.51 | 90.81 |
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| **pt** | 91.73 | 93.29 | 90.22 |
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| **ru** | 92.64 | 92.37 | 92.91 |
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| **zh** | 82.38 | 83.23 | 81.55 |
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## Usage
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To use this model for inference, first install the `span_marker` library:
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