Update README.md

README.md

@@ -22,8 +22,8 @@ it can detect, transcribe and do the following:
 - non-speech sounds such as gasp, erotic moans, laughter, etc.
 - adding punctuations more faithfully.
 
-a Grapheme level language modelling head (i.e outputting normal Japanese) will probably be trained as well. Though going directly from audio to Phonemes will result in a
-more accurate representation for Japnese.
+a Grapheme decoder head (i.e outputting normal Japanese) will probably be trained as well. Though going directly from audio to Phonemes will result in a
+more accurate representation for Japanese.
 
 
  evaluation set: