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AISHELL-1 is by far the largest open-source speech corpus available forMandarin speech recognition research. It was released with a baseline systemcontaining solid training and testing pipelines for Mandarin ASR. In AISHELL-2,1000 hours of clean read-speech data from iOS is published, which is free foracademic usage. On top of AISHELL-2 corpus, an improved recipe is developed andreleased, containing key components for industrial applications, such asChinese word segmentation, flexible vocabulary expension and phone settransformation etc. Pipelines support various state-of-the-art techniques, suchas time-delayed neural networks and Lattic-Free MMI objective funciton. Inaddition, we also release dev and test data from other channels(Android andMic). For research community, we hope that AISHELL-2 corpus can be a solidresource for topics like transfer learning and robust ASR. For industry, wehope AISHELL-2 recipe can be a helpful reference for building meaningfulindustrial systems and products.

AISHELL-2: Transforming Mandarin ASR Research Into Industrial Scale