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Table 6:
Successive halves of the BF dataset used in Figure 2. Proportion of FCE and BEA-19 train is held constant during down-sampling. Learning rates are tuned based on the test set of the CoNLL-2013 shared task.
Dataset proportion
.
examples
.
learning rate
.
full
60011
3 × 10
−5
∼1/2
29998
3 × 10
−5
∼1/4
15121
25 × 10
−6
∼1/8
7608
1 × 10
−7
∼1/16
3749
1 × 10
−7
∼1/32
1841
1 × 10
−7
∼1/64
905
1 × 10
−7
Dataset proportion
.
examples
.
learning rate
.
full
60011
3 × 10
−5
∼1/2
29998
3 × 10
−5
∼1/4
15121
25 × 10
−6
∼1/8
7608
1 × 10
−7
∼1/16
3749
1 × 10
−7
∼1/32
1841
1 × 10
−7
∼1/64
905
1 × 10
−7
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