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Home AI

dMel: Speech Tokenization Made Simple

AI by AI
February 28, 2025
in AI
Reading Time: 4 mins read
124
A A
0

2025-02-27 19:00:00
machinelearning.apple.com

Large language models have revolutionized natural language processing by leveraging self-supervised pretraining on vast textual data. Inspired by this success, researchers have investigated complicated speech tokenization methods to discretize continuous speech signals so that language modeling techniques can be applied to speech data. However, existing approaches either model semantic (content) tokens, potentially losing acoustic information, or model acoustic tokens, risking the loss of semantic (content) information. Having multiple token types also complicates the architecture and requires additional pretraining. Here we show that discretizing mel-filterbank channels into discrete intensity bins produces a simple representation (dMel), that performs better than other existing speech tokenization methods. Using an LM-style transformer architecture for speech-text modeling, we comprehensively evaluate different speech tokenization methods on speech recognition (ASR) and speech synthesis (TTS). Our results demonstrate the effectiveness of dMel in achieving high performance on both tasks within a unified framework, paving the way for efficient and effective joint modeling of speech and text.

Figure 1. dMel tokenization and detokenization process.
Figure 2. Our speech reconstruction experiments compared various tokenization methods across three audio conditions: clean speech, speech with musical background noise, and speech with overlapping speakers. The results demonstrate that dMel’s reconstruction performance matched ground truth audio quality in terms of Word Error Rate (WER) for clean speech. Moreover, while all other tokenization methods failed when musical or speech noise was introduced, dMel maintained its performance.

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