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EURASIP Journal on Audio, Speech, and Music Processing
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Table 5 Parameter reduction by soft target training
From:
Wise teachers train better DNN acoustic models
Network
# of Params
Data
Hub5’00-SWB
RT03S-FSH
6 ×2048 (hard align., sMBR)
30.4 mil.
110 h transcribed (SWBD)
18.3 %
22.6 %
5 ×512 (soft target-trained)
3.4 mil.
1100 h untrans. (SWBD + FSH)
18.0
%
21.4
%
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