Update README.md

README.md

@@ -14,7 +14,10 @@ Use this application on HuggingFace🤗 :- https://huggingface.co/spaces/Debasis
 Blog discussing the results :- https://medium.com/@debasishdhaldd99/simplifying-language-through-python-aae6ee7113d9
 
 This space is aimed at helping people with getting familiarized with Polish, Turkish, Hungarian, Serbo-Croatian-Bosniak (both Latin and Cyrillic based) and Romanian spelling system. 
-These languages use a modified Latin script with a lot of diacritic marks and digraphs, thus making them difficult for non-native speakers to pronounce or read the words 
+
+**Why?**
+
+The languages mentioned above, use a modified Latin script with a lot of diacritic marks and digraphs, thus often making them difficult for non-native speakers to pronounce or read the words 
 properly. This space offers simplified spelling of words/sentence in the said languages. More languages are on the pipeline.
 
 For example, the Polish word Jarosław, an English speaker who isn't familiar with Polish orthography will pronounce it as Jaroslav, while its actual Polish pronunciation 
@@ -29,16 +32,17 @@ Features added as of now:-
 -    Option for the user to generate a random but coherent sentence and pass it as input to the model. Acts as a nice playground for the user.
 
 # Results in brief
+For each language, some names/placenames in that language were given to this web app as input, the simplified outputs are presented below. 
 
 ## Polish 
 Polish spelling => Simplified form
 
 - Wojciech Szczęsny => Voytsiekh Shensny
-- Grzegorz Krychowiak => Gzhegozh Krykhoviak
-- Żółć => Zhuwch
+- Grzegorz Krychowiak => Gzhegozh Krykhoviak (zh is pronounced like the "s" in measure/vision)
+- Łódź => Wuj
 - Szeleścić => Sheleshtsich
 
-# Hungarian
+## Hungarian
 Hungarian spelling => Simplified form
 
 - Dominik Szoboszlai => Dominik Soboslai
@@ -46,7 +50,7 @@ Hungarian spelling => Simplified form
 - Debrecen => Debretsen
 - Pozsony => Pozhony
 
-# Turkish
+## Turkish
 Turkish spelling => Simplified form
 
 - Azerbaycan => Azerbayjan
@@ -54,7 +58,7 @@ Turkish spelling => Simplified form
 - Recep Tayyip Erdoğan => Rejep Tayyip Erdo’an
 - Barış Alper Yılmaz => Barış Alper Yelmaz
 
-# Serbo-Croatian-Bosnian
+## Serbo-Croatian-Bosnian
 Serbo-Croatian-Bosnian spelling => Simplified form
 
 - Novak Đoković => Novak Jokovich
@@ -62,14 +66,14 @@ Serbo-Croatian-Bosnian spelling => Simplified form
 - Edin Džeko => Edin Jeko
 - Artiljerija => Artilyeriya
 
-# Romanian
+## Romanian
 Romanian spelling => Simplified form
 
 - Cluj-Napoca => Kluzh Napoka
-- București - Bukureshti (Bucharest)
+- București => Bukureshti (Bucharest)
 - Angela Gheorghiu => Anjela Georgiu 
 - Constantin Brâncuși => Konstantin Brunkushi
 
 
 *************************************************************************************************
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference