Update README.md

README.md

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