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@@ -93,11 +93,11 @@ print(cos_sim(fuzzy_embeddings[0], fuzzy_embeddings[1]))
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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,
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- publisher = {Coming soon},
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- doi = {Coming soon},
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- url = {Coming soon}
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  }
 
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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, <br>
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+ author = {Shahrukh Khan},<br>
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+ title = {FuzzTransformer: A character level embedding based Siamese trasnformer for fuzzy string matching.},<br>
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+ year = 2021,<br>
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+ publisher = {Coming soon},<br>
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+ doi = {Coming soon},<br>
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+ url = {Coming soon}<br>
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  }