Update README.md

README.md

@@ -28,15 +28,16 @@ task_ids:
 
 
 # DEplain-web-doc: A corpus for German Document Simplification
-DEplain-web-doc is a subcorpus of DEplain [Stodden et. al., 2023]((https://arxiv.org/abs/2305.18939)) for document simplification. 
+DEplain-web-doc is a subcorpus of DEplain [Stodden et al., 2023]((https://arxiv.org/abs/2305.18939)) for document simplification. 
 The corpus consists of 396 (199/50/147) parallel documents crawled from the web in standard German and plain German (or easy-to-read German). All documents are either published under an open license or the copyright holders gave us the permission to share the data.
 If you are interested in a larger corpus, please check our paper and the provided web crawler to download more parallel documents with a closed license.
 
 Human annotators also sentence-wise aligned the 147 documents of the test set to build a corpus for sentence simplification. 
 For the sentence-level version of this corpus, please see [https://huggingface.co/datasets/DEplain/DEplain-web-sent](https://huggingface.co/datasets/DEplain/DEplain-web-sent).
+
 The documents of the training and development set were automatically aligned using MASSalign. 
 You can find this data here: [https://github.com/rstodden/DEPlain/](https://github.com/rstodden/DEPlain/tree/main/E__Sentence-level_Corpus/DEplain-web-sent/auto/open).
-If you use this data, please use with caution as the alignment quality might be error-prone. 
+If you use the automatically aligned data, please use it cautiously, as the alignment quality might be error-prone. 
 
 # Dataset Card for DEplain-web-doc
 
@@ -162,13 +163,13 @@ Sentence-level:
 | **EinfacheBücherPassanten** | Plain German               | Standard German / Old German            | fiction          | Books in plain German                                                         | 4                |
 | **ApothekenUmschau**        | Plain German               | Standard German               | health           | Health magazine in which diseases are explained in plain German               | 71               |
 | **BZFE**                    | Plain German               | Standard German               | health           | Information of the German Federal Agency for Food on good nutrition           | 18               |
-| **Alumniportal*}**            | Plain German               | Plain German               | language learner | Texts related to Germany and German traditions written for language learners. | 137              |
+| **Alumniportal**            | Plain German               | Plain German               | language learner | Texts related to Germany and German traditions written for language learners. | 137              |
 | **Lebenshilfe**             | Easy-to-read German              | Standard German               | accessibility    |                                                                               | 49               |
 | **Bibel**                   | Easy-to-read German              | Standard German               | bible            | Bible texts in easy-to-read German                                            | 221              |
-| **NDR-Märchen    **         | Easy-to-read German              | Standard German / Old German            | fiction          | Fairytales in easy-to-read German                                             | 10               |
+| **NDR-Märchen**             | Easy-to-read German              | Standard German / Old German            | fiction          | Fairytales in easy-to-read German                                             | 10               |
 | **EinfachTeilhaben**        | Easy-to-read German              | Standard German               | accessibility    |                                                                               | 67               |
 | **StadtHamburg**            | Easy-to-read German              | Standard German               | public authority | Information of and regarding the German city Hamburg                          | 79               |
-| **StadtKöln**              | Easy-to-read German              | Standard German               | public authority | Information of and regarding the German city Cologne                          | 85               |
+| **StadtKöln**               | Easy-to-read German              | Standard German               | public authority | Information of and regarding the German city Cologne                          | 85               |
 
 : Documents per Domain in DEplain-web.