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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:mlki/ts |
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license: "apache-2.0" |
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--- |
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# Adapter `bert-base-multilingual-cased_mlki_ts_pfeiffer` for bert-base-multilingual-cased |
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**Note: This adapter was not trained by the AdapterHub team, but by these author(s): Yifan Hou. |
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See author details below.** |
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Knowledge adapter set for multilingual knowledge graph integration. This adapter is for factual triple enhancement (sentence-level). We trained it with triples from T-REx across 84 languages. |
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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_mlki_ts_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: None |
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- Dataset: [MLKI_TS](https://github.com/yifan-h/Multilingual_Space) |
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## Author Information |
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- Author name(s): Yifan Hou |
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- Author email: yifan.hou@inf.ethz.ch |
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- Author links: [Website](https://yifan-h.github.io/), [GitHub](https://github.com/eth-nlped), [Twitter](https://twitter.com/yyyyyyyyifan) |
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## Citation |
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```bibtex |
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@article{hou2022adapters, title={Adapters for Enhanced Modeling of Multilingual Knowledge and Text}, author={Hou, Yifan and Jiao, Wenxiang and Liu, Meizhen and Allen, Carl and Tu, Zhaopeng and Sachan, Mrinmaya}, journal={arXiv preprint arXiv:2210.13617}, year={2022} } |
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``` |
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*This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/mlki/bert-base-multilingual-cased_mlki_ts_pfeiffer.yaml*. |
