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@@ -19,10 +19,10 @@ The MERaLiON-SpeechEncoder is a speech foundation model designed to support a wi
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  For details on background, pre-training, tuning experiments and evaluation, please refer to our [technical report]().
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- Acknowledgement:
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  This research is supported by the National Research Foundation, Singapore and Infocomm Media Development Authority, Singapore under its National Large Language Models Funding Initiative.
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- ### Model Description
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  <img src="bestrq_model_training.png" alt="model_architecture" width="400" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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@@ -183,6 +183,3 @@ MERaLiON-SpeechEncoder was trained in two phases, initially on a 60,000 hours su
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  [More Information Needed]
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- **APA:**
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-
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- [More Information Needed]
 
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  For details on background, pre-training, tuning experiments and evaluation, please refer to our [technical report]().
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+ ## Acknowledgement
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  This research is supported by the National Research Foundation, Singapore and Infocomm Media Development Authority, Singapore under its National Large Language Models Funding Initiative.
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+ ## Model Description
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  <img src="bestrq_model_training.png" alt="model_architecture" width="400" style="margin-left:'auto' margin-right:'auto' display:'block'"/>
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  [More Information Needed]
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