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SoFairOA/sofair-modernBERT-base-filter
sofair-modernBERT-base-filter is a text classification model from SoFairOA. Use it when you need a label for a piece of text. It is set up for transformers.
Fine-tuned ModernBERT to identify candidate documents for software mention extraction.
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From the Hugging Face model README
Fine-tuned ModernBERT to identify candidate documents for software mention extraction.
It was trained on SoFairOA/sofair_softcite_somesci (sofair_softcite_somesci_documents) to classify whether the given document contains at least one annotation.
We created https://github.com/SoFairOA/filter, a simple command-line tool to use this model for processing a collection of documents.
We evaluated this model on the test set of SoFairOA/sofair_softcite_somesci (sofair_softcite_somesci_documents) dataset:
<table> <tr> <th>precision</th> <td>0.8625730994152047</td> </tr> <tr> <th>recall</th> <td>0.9104938271604939</td> </tr> <tr> <th>f1</th> <td>0.8858858858858859</td> </tr> <tr> <th>accuracy</th> <td>0.9268527430221367</td> </tr> </table>