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Re:An hour of audio transcribed in about 13s on MacBook Air by mikemzz1 on Tuesday October 13, 2026 @07:39AM (#50070073)
interesting approach. But training ctc head on top of gemma's audio encoder will most likely produce better results and faster inference
Re:An hour of audio transcribed in about 13s on MacBook Air by Shershah1024 on Tuesday October 13, 2026 @09:38AM (#50071579)
That's close to what this is: the reader is a CTC head on the audio encoder, but its output words are EmbeddingGemma's own text embeddings for ~229k words, instead of a separately learned vocabulary. I also tried a plain letter-level CTC head on the encoder. It did a bit better on clean audiobooks (7.0 vs 8.2 WER at the time) but much worse on harder audio like a lecture (16.5 vs 10.8), mostly from misspellings.