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  - ASR
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  size_categories:
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  - n<1K
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - ASR
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  size_categories:
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  - n<1K
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+ ---
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+ # Expresso Conversational EN Nano-Codec Dataset
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+ This dataset is built upon the [Expresso conversational dataset](https://huggingface.co/datasets/nytopop/expresso-conversational) and re-encoded using NVIDIA’s [NeMo Audio Codec](https://huggingface.co/nvidia/nemo-nano-codec-22khz-0.6kbps-12.5fps) into **nano audio tokens**.
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+ It is designed for **fine-tuning multimodal LLMs** and **speech systems (TTS/ASR)** that rely on codec-based audio token representations.
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+ ---
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+ ## Dataset Structure
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+ - **text**: transcription of the utterance.
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+ - **speaker**: speaker identifier (string).
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+ - **nano_layer_1 … nano_layer_4**: tokenized audio representations from the NVIDIA NeMo Nano Codec (4-layer quantization).
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+ - **encoded_len**: sequence length of encoded audio tokens.
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+
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+ ---
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+
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+ ## Use Cases
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+ - **Fine-tuning TTS** models with codec-based speech tokens.
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+ - **Training ASR** systems that operate on discrete audio units.
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+ - **Multimodal LLM adaptation**, where text and audio tokens are combined.
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+ This format makes it easier to build compact and efficient speech-enabled LLMs.
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+ ---
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+ ## Example
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+ ```python
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+ from datasets import load_dataset
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+ ds = load_dataset("nineninesix/expresso-conversational-en-nano-codec-dataset", split="train")
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+ print(ds[0]["text"])
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+ # "Ribbit Nice to meet you, Stephen."
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+ print(ds[0]["nano_layer_1"][:10])
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+ # [1633, 2685, 3825, 1392, ...]
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+ ````
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+ ---
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+ ## Credits
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+ * Original text data: [Expresso dataset](https://huggingface.co/datasets/nytopop/expresso-conversational).
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+ * Audio codec tokenization: [NVIDIA NeMo Codec](https://huggingface.co/nvidia/nemo-nano-codec-22khz-0.6kbps-12.5fps).
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