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  NeuCodec is a Finite Scalar Quantisation (FSQ) based 0.8kbps audio codec for speech tokenization.
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  It takes advantage of the following features:
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- * We make use of Finite Scalar Quantisation (FSQ) resulting in a single vector for the quantised output, which makes it ideal for downstream modeling with Speech Language Models.
 
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  * At 50 tokens/sec and 16 bits per token, the overall bit-rate is 0.8kbps.
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  * The codec takes in 16kHz input and outputs 24kHz using an upsampling decoder.
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  * The FSQ encoding scheme allows for bit-level error resistance suitable for unreliable and noisy channels.
 
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  NeuCodec is a Finite Scalar Quantisation (FSQ) based 0.8kbps audio codec for speech tokenization.
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  It takes advantage of the following features:
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+ * FSQ quantisation resulting in a single codebook, making it ideal for downstream modeling with Speech Language Models.
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+ * Trained with CC data such that there are no Non-Commercial data restrictions.
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  * At 50 tokens/sec and 16 bits per token, the overall bit-rate is 0.8kbps.
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  * The codec takes in 16kHz input and outputs 24kHz using an upsampling decoder.
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  * The FSQ encoding scheme allows for bit-level error resistance suitable for unreliable and noisy channels.