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Update README.md

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@@ -91,8 +91,9 @@ print(cos_sim(fuzzy_embeddings[0], fuzzy_embeddings[1]))
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  ## ACKNOWLEDGEMENT
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  A big thank you to [Sentence Transformers](https://github.com/UKPLab/sentence-transformers) as their implementation really expedited the implementation of Fuzzformer.
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-
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- @misc{grootendorst2020polyfuzz,
 
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  author = {Shahrukh Khan},
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  title = {FuzzTransformer: A character level embedding based Siamese trasnformer for fuzzy string matching.},
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  year = 2021,
 
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  ## ACKNOWLEDGEMENT
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  A big thank you to [Sentence Transformers](https://github.com/UKPLab/sentence-transformers) as their implementation really expedited the implementation of Fuzzformer.
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+ ## Citation
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+ To cite FuzzTransformer in your work, please use the following bibtex reference:
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+ @misc{shahrukhkhan2021fuzzTransformer,
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  author = {Shahrukh Khan},
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  title = {FuzzTransformer: A character level embedding based Siamese trasnformer for fuzzy string matching.},
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  year = 2021,