Update README

README.md

@@ -1804,7 +1804,7 @@ license:
 - apache-2.0
 multilinguality:
 - monolingual
-pretty_name: EDGAR 10K Filings
+pretty_name: EDGAR-CORPUS (10-K Filings from 1999 to 2020)
 size_categories:
 - 100K<n<1M
 source_datasets:
@@ -1818,11 +1818,57 @@ tags:
 - filings
 - 10K
 - 10-K
+- nlp
+- research
+- econlp
+- economics
+- business
 task_categories:
 - other
 task_ids: []
 ---
 
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 # Dataset Card for [edgar_corpus]
 
 ## Table of Contents
@@ -2000,14 +2046,34 @@ EDGAR data is publicly available.
 ### Shoutout 
 Huge shoutout to [@JanosAudran](https://huggingface.co/JanosAudran) for the HF Card setup!
 
+## Citation
+If this work helps or inspires you in any way, please consider citing the relevant paper published at the [3rd Economics and Natural Language Processing (ECONLP) workshop](https://lt3.ugent.be/econlp/) at EMNLP 2021 (Punta Cana, Dominican Republic):
+```
+@inproceedings{loukas-etal-2021-edgar,
+    title = "{EDGAR}-{CORPUS}: Billions of Tokens Make The World Go Round",
+    author = "Loukas, Lefteris  and
+      Fergadiotis, Manos  and
+      Androutsopoulos, Ion  and
+      Malakasiotis, Prodromos",
+    booktitle = "Proceedings of the Third Workshop on Economics and Natural Language Processing",
+    month = nov,
+    year = "2021",
+    address = "Punta Cana, Dominican Republic",
+    publisher = "Association for Computational Linguistics",
+    url = "https://aclanthology.org/2021.econlp-1.2",
+    pages = "13--18",
+}
+```
+
 ### References
 
 - [Research Paper] Lefteris Loukas, Manos Fergadiotis, Ion Androutsopoulos, and, Prodromos Malakasiotis. EDGAR-CORPUS: Billions of Tokens Make The World Go Round. Third Workshop on Economics and Natural Language Processing (ECONLP). https://arxiv.org/abs/2109.14394 - Punta Cana, Dominican Republic, November 2021. 
 
 - [Software] Lefteris Loukas, Manos Fergadiotis, Ion Androutsopoulos, and, Prodromos Malakasiotis. EDGAR-CRAWLER. https://github.com/nlpaueb/edgar-crawler (2021)
 
-- [EDGAR-CORPUS, but in zip files] EDGAR-CORPUS: A corpus for financial NLP research, built from SEC's EDGAR - https://zenodo.org/record/5528490 (2021)
+- [EDGAR CORPUS, but in zip files] EDGAR CORPUS: A corpus for financial NLP research, built from SEC's EDGAR. https://zenodo.org/record/5528490 (2021)
+
+- [Word Embeddings] EDGAR-W2V: Word2vec Embeddings trained on EDGAR-CORPUS. https://zenodo.org/record/5524358 (2021)
 
-‌- [Word Embeddings] EDGAR-W2V: Word2vec Embeddings trained on EDGAR-CORPUS - https://zenodo.org/record/5524358 (2021)
+- [Applied Research paper where EDGAR-CORPUS is used] Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos, and, George Paliouras. FiNER: Financial Numeric Entity Recognition for XBRL Tagging. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). https://doi.org/10.18653/v1/2022.acl-long.303 (2022)
 
-- [Applied Research paper where EDGAR-CORPUS is used] Lefteris Loukas, Manos Fergadiotis, Ilias Chalkidis, Eirini Spyropoulou, Prodromos Malakasiotis, Ion Androutsopoulos, and, George Paliouras. FiNER: Financial Numeric Entity Recognition for XBRL Tagging. Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). https://doi.org/10.18653/v1/2022.acl-long.303 (2022)