MIT Press

Table 5:

Accuracy comparisons for UDv2.1 data sets. Table 6 gives F1 comparisons which are similar. LR is the low-resource language, HR is the high-resource language, XFER represents HR to LR transfer learning. 100/1000 indicate the number of sentences in the training set for low-resource experiments. Morse and MorseTag rows give the average of 5 experiments with standard deviation in parentheses. Statistically significant leaders (p < 0.05) are marked in bold. Some experiments have multiple leaders marked when their difference is not statistically significant.

HR/LR	Model	LR100	XFER100	LR1000	XFER1000	HR
DA/SV	Cotterell	15.11	66.06	68.64	82.26	91.79
	Malaviya	29.47	63.22	71.32	77.43
	Morse	62.45(0.69)	72.70(0.59)	86.44(0.17)	87.55(0.22)	92.68(0.19)
	MorseTag	66.19(1.23)	76.70(0.72)	88.31(0.17)	88.97(0.54)	93.35(0.23)

RU/BG	Cotterell	29.05	52.76	59.20	71.90	82.02
	Malaviya	27.81	46.89	39.25	67.56
	Morse	59.82(1.65)	69.27(0.54)	87.71(0.26)	88.70(0.16)	85.43(0.12)
	MorseTag	66.97(1.34)	75.78(0.26)	88.96(0.41)	90.52(0.21)	86.51(0.36)

FI/HU	Cotterell	21.97	51.74	50.75	61.80	85.25
	Malaviya	33.32	45.41	45.90	63.93
	Morse	49.58(1.27)	54.84(0.71)	72.28(0.74)	71.33(1.83)	91.24(0.28)
	MorseTag	54.87(0.72)	57.12(0.36)	73.55(0.72)	73.86(1.28)	91.42(0.84)

ES/PT	Cotterell	18.91	79.40	74.22	85.85	93.09
	Malaviya	58.82	77.75	76.26	85.02
	Morse	70.57(0.54)	80.01(0.38)	86.29(0.31)	87.51(0.27)	92.95(0.21)
	MorseTag	70.80(1.14)	81.60(0.16)	86.24(0.28)	88.01(0.13)	92.89(0.18)

HR/LR	Model	LR100	XFER100	LR1000	XFER1000	HR
DA/SV	Cotterell	15.11	66.06	68.64	82.26	91.79
	Malaviya	29.47	63.22	71.32	77.43
	Morse	62.45(0.69)	72.70(0.59)	86.44(0.17)	87.55(0.22)	92.68(0.19)
	MorseTag	66.19(1.23)	76.70(0.72)	88.31(0.17)	88.97(0.54)	93.35(0.23)

RU/BG	Cotterell	29.05	52.76	59.20	71.90	82.02
	Malaviya	27.81	46.89	39.25	67.56
	Morse	59.82(1.65)	69.27(0.54)	87.71(0.26)	88.70(0.16)	85.43(0.12)
	MorseTag	66.97(1.34)	75.78(0.26)	88.96(0.41)	90.52(0.21)	86.51(0.36)

FI/HU	Cotterell	21.97	51.74	50.75	61.80	85.25
	Malaviya	33.32	45.41	45.90	63.93
	Morse	49.58(1.27)	54.84(0.71)	72.28(0.74)	71.33(1.83)	91.24(0.28)
	MorseTag	54.87(0.72)	57.12(0.36)	73.55(0.72)	73.86(1.28)	91.42(0.84)

ES/PT	Cotterell	18.91	79.40	74.22	85.85	93.09
	Malaviya	58.82	77.75	76.26	85.02
	Morse	70.57(0.54)	80.01(0.38)	86.29(0.31)	87.51(0.27)	92.95(0.21)
	MorseTag	70.80(1.14)	81.60(0.16)	86.24(0.28)	88.01(0.13)	92.89(0.18)

View Large

This Feature Is Available To Subscribers Only