Update README.md

README.md

@@ -28,12 +28,12 @@ The word alignment method was implemented by Andrii Kursin ([email protected]).
 
 ### Data Fields
 
-Each sample of the datasets consists of the following fields:
+Each sample of the dataset consists of the following fields:
 - **doc_key** - document identifier.
-- **clusters** - list of clusters, where each cluster consists of the list of mentions. Each mention is represented as the list of two indices: the first index denotes the first word of the mention, the second index denotes the last word of the mention.
-- **sentences** - list of sentences where each sentence is represented as the list of wodrds.
+- **clusters** - list of clusters, where each cluster consists of the list of mentions. Each mention is represented as a list of two indices: the first index denotes the first word of the mention, the second index denotes the last word of the mention.
+- **sentences** - list of sentences where each sentence is represented as a list of words.
 - **tokens** - list of words.
-- **speakers** - list of speakers which is currently is filled with dummy input.
+- **speakers** - list of speakers which is currently filled with dummy input.
 
 ### Data Splits
 
@@ -47,10 +47,8 @@ A test set is absent as far as the dataset is generated automatically.
 
 ### Source Data
 
-#### Initial Data Collection and Normalization
-
 The dataset was created from the following dataset: https://github.com/d5555/Coreference-dataset.
 
 ### Contributions
 
-The code for the translation of samples with the further alignment was created by Andrii Kursin ([email protected]). The dataset was generated by Artem Kramov.
+The code for the translation of samples with further alignment was created by Andrii Kursin ([email protected]). The dataset was generated by Artem Kramov (https://www.linkedin.com/in/artem-kramov-0b3731100/).