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Table 7 A comparison of using different bias factors and SAD dilation-erosion factors on ASR Model 2. WERs are in percent and evaluated on the SAD segmented dev dataset. “G” and “C” represent GMM-HMM aligner and CTC aligner, respectively

From: Timestamp-aligning and keyword-biasing end-to-end ASR front-end for a KWS system

bias factor

SAD α 0.1

SAD α 0.2

SAD α 0.3

SAD α 0.4

SAD α 0.5

δ

G

G

G / C

G / C

G / C

0 (baseline)

13.7

13.3

12.9/14.0

12.9/15.1

13.5/ 16.7

1/4

14.0

13.7

12.9/13.9

12.8/15.1

13.5/17.0

1/3

14.0

13.8

12.9/14.2

13.1/15.5

13.5/17.0

1/2

13.8

13.4

13.0/14.3

13.1/15.3

13.5/16.8

1

14.2

13.7

12.9/13.8

12.7/15.0

12.3/16.8

2

13.8

13.1

12.8/15.1

12.7/15.0

13.6/16.7

4

14.9

14.0

13.7/16.4

13.9/17.2

14.7/17.8