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Table 10

Performance measured with transformation-specific F1 score in the PWKP test set.

Model	Delete	Move	Replace	Copy
Moses	31.36	2.47	17.17	70.27
Hybrid	34.01	2.84	16.06	69.83
PBSMT-R	12.05	0.00	8.17	66.59
TSM	29.15	0.62	6.57	62.22
EncDecA	8.59	0.34	5.23	66.09
UNSUP	25.58	1.40	4.27	62.83
Dress	35.65	0.38	3.40	59.02
Dress-Ls	35.23	0.36	2.33	59.97
QG+ILP	16.77	3.90	2.00	56.47

Model	Delete	Move	Replace	Copy
Moses	31.36	2.47	17.17	70.27
Hybrid	34.01	2.84	16.06	69.83
PBSMT-R	12.05	0.00	8.17	66.59
TSM	29.15	0.62	6.57	62.22
EncDecA	8.59	0.34	5.23	66.09
UNSUP	25.58	1.40	4.27	62.83
Dress	35.65	0.38	3.40	59.02
Dress-Ls	35.23	0.36	2.33	59.97
QG+ILP	16.77	3.90	2.00	56.47