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Do you have any plan about Speech to Text or Speech to Speech End2End models? #78

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Irvingao opened this issue May 21, 2024 · 7 comments

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@Irvingao
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🚀 The feature, motivation and pitch

As we all know, GPT-4o is an end2end multi-modal models, which support Speech to Text/Speech. I have some ideas about it:

  1. Speech to Text: Can we have a try by combining the pretrained ASR encoder and a trainable linear projection to make Speech to Text possible?
  2. Speech to Speech: Align the pretrained ASR decoder with the main LLM backbone.

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@byrTony-Frankzyq
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For your first idea, I think the asr example have done it.

@Irvingao
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For your first idea, I think the asr example have done it.

I main speech inputs with LLM outputs.

@byrTony-Frankzyq
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byrTony-Frankzyq commented May 21, 2024

For your first idea, I think the asr example have done it.

I main speech inputs with LLM outputs.

Your "text" means response, right?

@Irvingao
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For your first idea, I think the asr example have done it.

I main speech inputs with LLM outputs.

Your "text" means response, right? Though not fully understand

Exactly.

@zszheng147
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zszheng147 commented May 22, 2024

Are you talking about ASR for the speech-to-text task? If so, you can try our ASR example.

We may support speech-to-speech in the future, but as this task is much more difficult than ASR or TTS, it is more like combining these two seamlessly. Thank you for your advice; we will take it into consideration.

If you have any further questions or need additional assistance, feel free to ask!

@Learneducn
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I used the SLAM framework to fine-tune the inference results. Why are the test results on librispeech not as good as directly using the whisper open source model?

@gpt4o-tech
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I found one that supports both S2T and S2S simultaneously: https://github.com/MooreThreads/MooER

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