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--- |
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tags: |
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- bert |
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- adapter-transformers |
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- adapterhub:wikiann/zh |
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- token-classification |
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license: "apache-2.0" |
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--- |
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# Adapter `bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer` for bert-base-multilingual-cased |
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Stacked adapter on top of Language adapter. MAD-X 2.0 style. The language adapters in the last layer (layer 11) are deleted. |
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**This adapter was created for usage with the [Adapters](https://github.com/Adapter-Hub/adapters) library.** |
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## Usage |
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First, install `adapters`: |
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``` |
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pip install -U adapters |
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``` |
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Now, the adapter can be loaded and activated like this: |
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```python |
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from adapters import AutoAdapterModel |
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model = AutoAdapterModel.from_pretrained("bert-base-multilingual-cased") |
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adapter_name = model.load_adapter("AdapterHub/bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer") |
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model.set_active_adapters(adapter_name) |
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``` |
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## Architecture & Training |
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- Adapter architecture: pfeiffer |
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- Prediction head: tagging |
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- Dataset: [Chinese](https://adapterhub.ml/explore/wikiann/zh/) |
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## Author Information |
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- Author name(s): Jonas Pfeiffer |
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- Author email: [email protected] |
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- Author links: [Website](https://pfeiffer.ai), [GitHub](https://github.com/JoPfeiff), [Twitter](https://twitter.com/@PfeiffJo) |
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## Versions |
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- `1` **(main)** |
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- `2` |
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- `3` |
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- `4` |
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- `5` |
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## Citation |
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```bibtex |
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@article{Pfeiffer21UNKs, |
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author = {Jonas Pfeiffer and |
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Ivan Vuli\'{c} and |
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Iryna Gurevych and |
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Sebastian Ruder}, |
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title = {{UNKs Everywhere: Adapting Multilingual Language Models to New Scripts}}, |
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journal = {arXiv preprint}, |
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year = {2021} , |
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url = {https://arxiv.org/abs/2012.15562} |
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} |
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``` |
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*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-multilingual-cased_wikiann_ner_zh_pfeiffer.yaml*. |