Update

README.md

@@ -48,18 +48,11 @@ print(sentence.to_tagged_string())
 
 Output:
 
-```bash
-George <PROPN>
-Washington <XFAMIL>
-est <AUX>
-allé <VPPMS>
-à <PREP>
-Washington <PROPN>
-```
+![Preview Output](preview.PNG)
 
-## Corpora
+## Training data
 
-`UD_FRENCH_GSD_PLUS` is a part-of-speech tagging corpora based on [UD_French-GSD](https://universaldependencies.org/treebanks/fr_gsd/index.html) which was originally created in 2015 and is based on the [universal dependency treebank v2.0](https://github.com/ryanmcd/uni-dep-tb).
+`UD_FRENCH_GSD_Plus` is a part-of-speech tagging corpora based on [UD_French-GSD](https://universaldependencies.org/treebanks/fr_gsd/index.html) which was originally created in 2015 and is based on the [universal dependency treebank v2.0](https://github.com/ryanmcd/uni-dep-tb).
 
 Originally, the corpora consists of 400,399 words (16,341 sentences) and had 17 different classes. Now, after applying our tags augmentation we obtain 60 different classes which add semantic information such as the gender, number, mood, person, tense or verb form given in the different CoNLL-03 fields from the original corpora.
 
@@ -73,7 +66,7 @@ PRON VERB SCONJ ADP CCONJ DET NOUN ADJ AUX ADV PUNCT PROPN NUM SYM PART X INTJ
 
 ## New Tags
 
-| Tag | Full Name | Examples |
+| Abbreviation | Description | Examples |
 |:--------:|:--------:|:--------:|
 | PREP | Preposition | de |
 | AUX | Auxiliary Verb | est |
@@ -139,7 +132,7 @@ PRON VERB SCONJ ADP CCONJ DET NOUN ADJ AUX ADV PUNCT PROPN NUM SYM PART X INTJ
 | MOTINC | Unknown words | Technology Lady |
 | X | Typos & others | sfeir 3D statu |
 
-## Evaluation Metrics
+## Evaluation results
 
 ```plain
 Results:
@@ -215,7 +208,7 @@ By class:
 weighted avg     0.9524    0.9520    0.9515     10019
 ```
 
-## Citations
+## BibTeX Citations
 
 Please cite the following paper when using this model.