Update README.md

README.md

@@ -156,7 +156,7 @@ pip install nemo_toolkit['all']
 
 ## NVIDIA Riva: Deployment
 
-[CTC-based Conformers](https://huggingface.co/nvidia/stt_en_conformer_ctc_large) are supported by Riva today. This model, as well as other RNNT-based models will be supported by the future version of [NVIDIA Riva](https://developer.nvidia.com/riva). 
+[CTC-based Conformers](https://huggingface.co/nvidia/stt_en_conformer_ctc_large) are supported by Riva today. This model, as well as other RNNT-based models, will be supported by future versions of NVIDIA Riva.[NVIDIA Riva](https://developer.nvidia.com/riva). 
 
 ## How to Use this Model
 
@@ -182,9 +182,7 @@ asr_model.transcribe(['2086-149220-0033.wav'])
 ### Transcribing many audio files
 
 ```shell
-python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \
- pretrained_name="nvidia/stt_en_conformer_transducer_xlarge" \
- audio_dir="<DIRECTORY CONTAINING AUDIO FILES>"
+python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \n pretrained_name="nvidia/stt_en_conformer_transducer_xlarge" \n audio_dir="<DIRECTORY CONTAINING AUDIO FILES>"
 ```
 
 ### Input