minor fixes and adjustments of dataset card info

README.md

@@ -67,9 +67,9 @@ The dataset can be used as follows.
 ```
 from datasets import load_dataset
 
-citrec_data = load_dataset('saier/unarxive_citrec')
-citrec_data = citrec_data.class_encode_column('label')  # assign target label column
-citrec_data = citrec_data.remove_columns('_id')         # remove sample ID column
+imrad_data = load_dataset('saier/unarXive_imrad_clf')
+imrad_data = imrad_data.class_encode_column('label')  # assign target label column
+imrad_data = imrad_data.remove_columns('_id')         # remove sample ID column
 ```
 
 ## Dataset Structure
@@ -106,7 +106,7 @@ The paragraph texts are extracted from the data set [unarXive](https://github.co
 
 #### Who are the source language producers?
 
-The paragraphs were written by the authors of the arXiv papers. In file `license_info.jsonl` author and text licensing information can be found for all samples, An example is given below.
+The paragraphs were written by the authors of the arXiv papers. In file `license_info.jsonl` author and text licensing information can be found for all samples, An example is shown below.
 
 ```
 
@@ -126,7 +126,7 @@ The paragraphs were written by the authors of the arXiv papers. In file `license
 
 ### Annotations
 
-Class labels were automatically determined ([see implementation](https://github.com/IllDepence/src/utility_scripts/ml_tasks_prep_data.py).
+Class labels were automatically determined ([see implementation](https://github.com/IllDepence/unarXive/blob/master/src/utility_scripts/ml_tasks_prep_data.py)).
 
 ## Considerations for Using the Data
 
@@ -142,7 +142,7 @@ Depending on authors’ writing styles as well LaTeX processing quirks, paragrap
 
 ### Licensing information
 
-The dataset is released under the Creating Commons Attribution Share Alike license 4.0
+The dataset is released under the Creative Commons Attribution-ShareAlike 4.0.
 
 ### Citation Information