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@@ -139,7 +139,7 @@ We used regular expressions to extract the text notes from the Financial Stateme
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  All the examples were annotated by professional auditors as required by the Securities & Exchange Commission (SEC) legislation.
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- Even though the gold XBRL tags come from professional auditors there are still some discrepancies. [Loukas et al. (2022)](https://arxiv.org/abs/2203.06482), Section 9.4 Annotation inconsistencies for more details
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  #### Who are the annotators?
 
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  All the examples were annotated by professional auditors as required by the Securities & Exchange Commission (SEC) legislation.
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+ Even though the gold XBRL tags come from professional auditors there are still some discrepancies. Consult [Loukas et al. (2022)](https://arxiv.org/abs/2203.06482), (Section 9.4) for more details
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  #### Who are the annotators?