Create README.md

README.md

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+---
+language:
+- en
+library_name: flair
+pipeline_tag: token-classification
+---
+# English NER model for extraction of named entities from scientific acknowledgement texts using Flair Embeddings
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+F1-Score: 0.79 
+
+Predicts 6 tags:
+
+|label|description|precision|recall|f1-score|support|
+|:----|:----|:----|:----|:----|:----|
+|GRNB|grant number|0,93|0,98|0,96|160|
+|IND|person|0,98|0,98|0,98|295|
+|FUND|funding organization|0,70|0,83|0,76|157|
+|UNI|university|0,77|0,74|0,75|99|
+|MISC|miscellaneous|0,65|0,65|0,65|82|
+|COR|corporation|0,75|0,50|0,60|12|
+
+Based on [Flair embeddings](https://aclanthology.org/C18-1139/)
+
+# Citation
+
+if you use this model, please consider citing this work:
+
+```
+@misc{smirnova2023embedding,
+      title={Embedding Models for Supervised Automatic Extraction and Classification of Named Entities in Scientific Acknowledgements}, 
+      author={Nina Smirnova and Philipp Mayr},
+      year={2023},
+      eprint={2307.13377},
+      archivePrefix={arXiv},
+      primaryClass={cs.DL}
+}
+```