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Table 2:
In domain results on the IMDb movie review domain with increasing training set size.
Num Sentences
.
Fine-tuned BERT
.
BERT
.
PERL
.
R-PERL
.
100
67.9
76.4
81.6
83.9
500
73.9
83.3
84.3
84.6
1K
75.3
83.9
84.6
84.9
2K
77.9
83.6
85.3
85.3
10K
80.9
86.9
87.1
87.5
20K
81.7
86.0
87.8
88.1
Num Sentences
.
Fine-tuned BERT
.
BERT
.
PERL
.
R-PERL
.
100
67.9
76.4
81.6
83.9
500
73.9
83.3
84.3
84.6
1K
75.3
83.9
84.6
84.9
2K
77.9
83.6
85.3
85.3
10K
80.9
86.9
87.1
87.5
20K
81.7
86.0
87.8
88.1
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