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@@ -152,9 +152,11 @@ It is a "large" versions of Conformer-CTC (around 120M parameters) model.
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  This model can be efficiently (best latency and throughput) deployed with [NVIDIA Riva](https://developer.nvidia.com/riva), a GPU-accelerated speech AI SDK, on-premises, embedded, on the edge or with any cloud provider.
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  Additionally, with RIVA you get:
 
 
 
 
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  * Streaming speech recognition mode
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- * Ability to boost specific words (e.g. brand and product names)
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- * Conformer checkpoints trained on proprietary data
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  [Live Riva demo](https://developer.nvidia.com/riva#demos)
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@@ -189,9 +191,7 @@ asr_model.transcribe(['2086-149220-0033.wav'])
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  ### Transcribing many audio files
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  ```shell
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- python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \
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- pretrained_name="nvidia/stt_en_conformer_ctc_large" \
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- audio_dir="<DIRECTORY CONTAINING AUDIO FILES>"
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  ```
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  ### Input
 
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  This model can be efficiently (best latency and throughput) deployed with [NVIDIA Riva](https://developer.nvidia.com/riva), a GPU-accelerated speech AI SDK, on-premises, embedded, on the edge or with any cloud provider.
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  Additionally, with RIVA you get:
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+ * Customization to achieve best WER
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+ * Ability to boost specific words (e.g. brand and product names)
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+ * External language model, punctuation and captialization
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+ * Conformer checkpoints trained on proprietary data
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  * Streaming speech recognition mode
 
 
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  [Live Riva demo](https://developer.nvidia.com/riva#demos)
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  ### Transcribing many audio files
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  ```shell
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+ python [NEMO_GIT_FOLDER]/examples/asr/transcribe_speech.py \n pretrained_name="nvidia/stt_en_conformer_ctc_large" \n audio_dir="<DIRECTORY CONTAINING AUDIO FILES>"
 
 
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  ```
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  ### Input