README.md

metadata

tags:
  - bert
  - adapter-transformers
  - adapterhub:wikiann/en
  - token-classification
license: apache-2.0

Adapter bert-base-multilingual-cased_wikiann_ner_en_pfeiffer for bert-base-multilingual-cased

Stacked adapter on top of Language adapter. MAD-X 2.0 style. The language adapters in the last layer (layer 11) are deleted.

This adapter was created for usage with the Adapters library.

Usage

First, install adapters:

pip install -U adapters

Now, the adapter can be loaded and activated like this:

from adapters import AutoAdapterModel

model = AutoAdapterModel.from_pretrained("bert-base-multilingual-cased")
adapter_name = model.load_adapter("AdapterHub/bert-base-multilingual-cased_wikiann_ner_en_pfeiffer")
model.set_active_adapters(adapter_name)

Architecture & Training

• Adapter architecture: pfeiffer
• Prediction head: tagging
• Dataset: English

Author Information

• Author name(s): Jonas Pfeiffer
• Author email: [email protected]
• Author links: Website, GitHub, Twitter

Versions

• 1 (main)
• 2
• 3
• 4
• 5
• 6

Citation

@article{Pfeiffer21UNKs,
  author    = {Jonas Pfeiffer and
               Ivan Vuli\'{c} and
                Iryna Gurevych and
                Sebastian Ruder},
  title     = {{UNKs Everywhere: Adapting Multilingual Language Models to New Scripts}},
  journal   = {arXiv preprint},
  year      = {2021} ,
  url = {https://arxiv.org/abs/2012.15562}
}

This adapter has been auto-imported from https://github.com/Adapter-Hub/Hub/blob/master/adapters/ukp/bert-base-multilingual-cased_wikiann_ner_en_pfeiffer.yaml.