A single speech encoder trained via ASR-aware distillation with variable attention masking performs competitively in both streaming and full-context modes at 200M and 2B scale.
Results Table 4 compares the performance of the DuRep-2B encoder in two inference modes with open-source encoders on ASR and non-ASR tasks, evaluated using SUPERB framework (3.4)
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DuRep: Dual-Mode Speech Representation Learning via ASR-Aware Distillation
A single speech encoder trained via ASR-aware distillation with variable attention masking performs competitively in both streaming and full-context modes at 200M and 2B scale.