Update readme

README.md

@@ -1,5 +1,5 @@
 ### Model and entities
-`roberta_classics_ner` is a domain-specific RoBERTa-base for named entity recognition in the domain of classical studies. The entities it can recognise are the following: 
+`roberta_classics_ner` is a domain-specific RoBERTa-based model for named entity recognition in Classical Studies. It recognises bibliographical entities, such as:
 
 
 | id  | label         | desciption                                  | Example               |
@@ -19,6 +19,7 @@
 
 ### Example
 
+
 ```
 B-AAUTHOR   B-AWORK                                      B-REFSCOPE
 Homer  's   Iliad opens with an invocation to the muse ( Il. I. 1).
@@ -28,7 +29,8 @@ Homer  's   Iliad opens with an invocation to the muse ( Il. I. 1).
 
 ### Dataset
 
-`roberta_classics_ner` was fine-tuned and evaluated on `EpiBau`, a dataset which has not been released publicly yet.
+
+`roberta_classics_ner` was fine-tuned and evaluated on `EpiBau`, a dataset which has not been released publicly yet. It is composed of four volumes of **Structures of Epic Poetry**, a compendium on the narrative patterns and structural elements in ancient epic. 
 Entity counts of the `Epibau` dataset are the following: 
 
 |                | train-set | dev-set | test-set |
@@ -43,8 +45,10 @@ Entity counts of the `Epibau` dataset are the following:
 
 
 ### Results
+
 Trained and tested on `EpiBau` with a 85-15 split, the model yields a general F1 score of **.82** (micro-averages). Detailed scores are displayed below. Evaluation was performed with the [CLEF-HIPE-scorer](https://github.com/impresso/CLEF-HIPE-2020-scorer), in strict mode) 
 
+
 | metric    | AAUTHOR | AWORK | REFSCOPE | REFAUWORK |
 | --------- | ------- | ----- | -------- | --------- |
 | F1        | .819    | .796  | .863     | .756      |
@@ -53,3 +57,6 @@ Trained and tested on `EpiBau` with a 85-15 split, the model yields a general F1
 
 
 
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+Questions, remarks, help or contribution ? Get in touch [here](https://github.com/AjaxMultiCommentary), we'll be happy to chat !  
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