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Table 7:
Accuracy of single-unit and full-hidden-state word-boundary diagnostic classifiers, trained and tested on balanced data requiring new-word generalization. Chance accuracy is at 50%.
.
LSTM
.
LSTM
.
RNN
.
RNN
.
.
single
.
full
.
single
.
full
.
English
77.5
90.0
65.9
76.8
German
80.8
79.7
67.0
75.8
Italian
75.5
82.9
71.4
75.9
.
LSTM
.
LSTM
.
RNN
.
RNN
.
.
single
.
full
.
single
.
full
.
English
77.5
90.0
65.9
76.8
German
80.8
79.7
67.0
75.8
Italian
75.5
82.9
71.4
75.9
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