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model = AutoAdapterModel.from_pretrained("bert-base-uncased")
config = AdapterConfig.load("pfeiffer")
model.load_adapter("chunk/conll2003@vblagoje", config=config)

Description

Pfeiffer Adapter trained on "Introduction to the CoNLL-2003 Shared Task: Language-Independent Named Entity Recognition" with F1 score of 91.3. See example notebook at https://bit.ly/33Nh84t

Properties

Pre-trained model
bert-base-uncased
Adapter type
Task
Prediction Head
  Yes
Task
Phrase Chunking
Dataset
CONLL2003

Architecture

Name
pfeiffer
Non-linearity
relu
Reduction factor
16
{
  "ln_after": false,
  "ln_before": false,
  "mh_adapter": false,
  "output_adapter": true,
  "adapter_residual_before_ln": false,
  "non_linearity": null,
  "original_ln_after": true,
  "original_ln_before": true,
  "reduction_factor": null,
  "residual_before_ln": true
}

Author

  Name
Vladimir Blagojevic
  E-Mail
dovlex@gmail.com
  Web
https://github.com/vblagoje
  GitHub
vblagoje
  Twitter
@vladblagoje

Versions

Identifier Comment Score Download
1 DEFAULT

Citations

Architecture
@misc{pfeiffer2020adapterfusion,
  title={AdapterFusion: Non-Destructive Task Composition for Transfer Learning},
  author={Jonas Pfeiffer and Aishwarya Kamath and Andreas Rücklé and Kyunghyun Cho and Iryna Gurevych},
  year={2020},
  eprint={2005.00247},
  archivePrefix={arXiv},
  primaryClass={cs.CL}
}
Task
@inproceedings{tjong-kim-sang-de-meulder-2003-introduction,
  title = "Introduction to the {C}o{NLL}-2003 Shared Task: Language-Independent Named Entity Recognition",
  author = "Tjong Kim Sang, Erik F.  and
    De Meulder, Fien",
  booktitle = "Proceedings of the Seventh Conference on Natural Language Learning at {HLT}-{NAACL} 2003",
  year = "2003",
  url = "https://www.aclweb.org/anthology/W03-0419",
  pages = "142--147"}