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@@ -211,6 +211,18 @@ This self-speaker adaptation approach offers several advantages over traditional
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  3. **Streaming Capable**: Designed for real-time streaming scenarios with configurable latency-accuracy tradeoffs
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  4. **Leverages Single-Speaker Models**: Can be fine-tuned from strong pre-trained single-speaker ASR models, and single speaker ASR performance is also preserved
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  ## Model Architecture
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  ### Speaker Kernel Injection
 
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  3. **Streaming Capable**: Designed for real-time streaming scenarios with configurable latency-accuracy tradeoffs
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  4. **Leverages Single-Speaker Models**: Can be fine-tuned from strong pre-trained single-speaker ASR models, and single speaker ASR performance is also preserved
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+ ## Discover more from NVIDIA:
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+ For documentation, deployment guides, enterprise-ready APIs, and the latest open models—including Nemotron and other cutting-edge speech, translation, and generative AI—visit the NVIDIA Developer Portal at [developer.nvidia.com](https://developer.nvidia.com/).
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+ Join the community to access tools, support, and resources to accelerate your development with NVIDIA’s NeMo, Riva, NIM, and foundation models.<br>
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+
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+ ### Explore more from NVIDIA: <br>
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+ What is [Nemotron](https://www.nvidia.com/en-us/ai-data-science/foundation-models/nemotron/)?<br>
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+ NVIDIA Developer [Nemotron](https://developer.nvidia.com/nemotron)<br>
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+ [NVIDIA Riva Speech](https://developer.nvidia.com/riva?sortBy=developer_learning_library%2Fsort%2Ffeatured_in.riva%3Adesc%2Ctitle%3Aasc#demos)<br>
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+ [NeMo Documentation](https://docs.nvidia.com/nemo-framework/user-guide/latest/nemotoolkit/asr/models.html)<br>
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  ## Model Architecture
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  ### Speaker Kernel Injection