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@@ -183,24 +183,25 @@ model = AutoModel.from_pretrained("nlpaueb/sec-bert-base")
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  ## Publication
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  The model has been officially released with the following article:<br>
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- **"FiNER: Financial Numeric Entity Recognition for XBRL Tagging"**.<br>
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- Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos and George Paliouras.<br>
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- In the Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) (Long Papers), Dublin, Republic of Ireland, May 22 - 27, 2022.
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  ```
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  @inproceedings{loukas-etal-2022-finer,
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- title = "{FiNER: Financial Numeric Entity Recognition for XBRL Tagging}",
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- author = "Loukas, Lefteris and
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- Fergadiotis, Manos and
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  Chalkidis, Ilias and
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  Spyropoulou, Eirini and
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- Malakasiotis, Prodromos and
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  Androutsopoulos, Ion and
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- Paliouras George",
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- booktitle = "60th Annual Meeting of the Association for Computational Linguistics",
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- month = may,
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- year = "2022",
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- publisher = "Association for Computational Linguistics",
 
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  }
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  ```
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  ## Publication
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  The model has been officially released with the following article:<br>
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+ **"FiNER: Financial Numeric Entity Recognition for XBRL Tagging"**<br>
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+ Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos and George Paliouras<br>
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+ In the Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022) (Long Papers), Dublin, Republic of Ireland, May 22 - 27, 2022
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  ```
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  @inproceedings{loukas-etal-2022-finer,
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+ title = {FiNER: Financial Numeric Entity Recognition for XBRL Tagging},
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+ author = {Loukas, Lefteris and
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+ Fergadiotis, Manos and
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  Chalkidis, Ilias and
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  Spyropoulou, Eirini and
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+ Malakasiotis, Prodromos and
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  Androutsopoulos, Ion and
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+ Paliouras George},
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+ booktitle = {Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (ACL 2022)},
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+ publisher = {Association for Computational Linguistics},
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+ location = {Dublin, Republic of Ireland},
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+ year = {2022},
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+ url = {https://arxiv.org/abs/2203.06482}
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  }
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  ```
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