M-CIF: Multi-Scale Alignment For CIF-Based Non-Autoregressive ASR

arXiv — cs.CLTuesday, October 28, 2025 at 4:00:00 AM
A new study introduces Multi-Scale Alignment for CIF-based non-autoregressive speech recognition, enhancing the Continuous Integrate-and-Fire mechanism. This advancement allows for smoother and more accurate mapping of acoustic features to target tokens, particularly excelling in Mandarin. However, it also highlights challenges in languages like English and French, where stability can falter without detailed guidance. This research is significant as it pushes the boundaries of speech recognition technology, potentially improving communication tools across various languages.
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