Zero-resource Dependency Parsing: Boosting Delexicalized Cross-lingual Transfer with Linguistic Knowledge [COLING'16]

Scripts and data

Crawl WALS and generate rewrite rules: Script
Rewrite rules for UD 1.0 to 2.0
Rewrite a treebank according to WALS: Script

Detailed results

Mono-source transfer (UD 1.3)

Delexicalized (format: UAS source target)
With WALS (format: UAS source target)

			ar	bg	ca	cs	cu	da	de	el	en	es	et	eu	fa	fi	fr	ga	gl	got	grc	he	hi	hr	hu	id	it	ja	kk	la	lv	nl	no	pl	pt	ro	ru	sl	sv	ta	tr	zh
			Target
Source	ar	Delex	70.8	42.3	47.9	36.8	54.8	40.8	36.2	34.0	38.2	51.0	29.6	29.4	46.8	28.0	49.2	59.8	35.8	50.6	39.6	53.8	15.1	33.7	27.8	46.7	56.1	10.4	10.7	50.0	22.6	36.0	41.8	54.2	49.8	53.5	34.9	38.9	36.8	13.6	14.1	15.6
	ar	WALS	70.6	57.4	47.6	47.2	54.1	51.9	48.0	44.4	47.8	50.8	41.3	33.4	46.9	36.5	49.2	54.1	35.6	51.0	45.0	52.9	28.2	44.3	44.2	46.9	55.9	31.6	20.6	48.5	35.2	44.1	51.5	61.0	50.0	53.3	54.4	49.2	50.8	23.7	21.5	20.1
	bg	Delex	46.0	83.4	72.5	71.4	62.9	71.6	66.9	49.4	58.4	73.2	55.5	48.0	47.1	48.4	71.6	60.0	40.8	64.1	54.2	60.1	23.4	67.9	52.7	63.0	75.5	11.9	29.3	56.1	41.3	55.7	69.0	76.4	69.5	64.7	66.7	76.2	67.5	31.6	33.0	29.1
	bg	WALS	48.5	83.5	74.1	70.8	64.2	73.3	66.6	49.3	58.4	74.5	62.6	60.2	50.8	56.0	73.2	60.7	43.0	65.6	54.7	58.1	32.0	68.2	57.7	62.8	77.6	33.0	36.7	60.3	51.2	55.8	68.6	74.9	70.6	66.6	64.9	74.9	68.3	42.6	40.4	36.0
	ca	Delex	48.2	72.1	83.4	63.4	59.3	71.4	61.4	45.4	58.0	76.2	51.6	42.0	45.4	48.1	77.5	58.8	47.5	58.8	54.4	58.6	19.5	62.9	46.5	64.5	81.1	9.5	22.8	58.1	39.7	58.9	68.2	67.6	74.4	66.7	58.1	67.6	66.6	24.8	29.8	26.7
	ca	WALS	47.6	72.1	83.2	63.1	60.3	71.8	62.2	46.7	60.3	76.4	58.1	48.0	48.4	53.4	77.3	55.3	47.4	58.6	53.4	57.3	26.1	62.3	49.6	64.2	80.8	21.6	27.1	55.9	47.4	58.6	69.8	69.0	74.1	67.5	59.5	67.0	68.6	32.6	33.7	29.4
	cs	Delex	50.8	78.9	70.7	78.0	64.2	71.0	70.5	58.3	60.5	71.2	58.4	49.7	56.1	52.7	70.2	61.6	42.1	64.7	54.8	64.8	25.7	70.5	53.7	64.6	74.4	14.4	25.6	61.3	40.9	51.6	69.9	77.9	68.1	67.5	69.0	80.4	69.3	32.5	33.4	29.9
	cs	WALS	52.1	78.9	72.0	77.9	64.2	71.8	70.3	57.2	60.4	72.1	64.3	58.1	58.8	58.2	71.9	61.8	43.7	63.9	54.4	63.5	33.6	70.3	58.3	65.4	76.1	36.5	36.5	62.3	53.1	51.2	69.6	77.4	68.8	68.9	68.4	80.4	71.1	43.3	40.3	37.4
	cu	Delex	51.8	63.4	51.4	57.0	76.1	58.9	53.7	51.0	47.7	53.9	51.8	49.6	51.7	43.3	51.7	54.3	38.6	72.7	52.0	53.2	28.7	53.8	46.8	54.9	55.4	17.7	18.9	61.2	34.9	45.3	59.2	72.7	48.4	56.9	56.0	63.5	55.8	31.1	30.3	23.7
	cu	WALS	49.0	63.1	52.4	57.7	76.4	60.9	54.4	49.3	47.2	55.5	57.9	54.5	47.0	49.3	51.9	55.6	44.4	73.9	52.8	55.0	40.4	54.5	52.0	52.5	57.2	43.9	28.8	61.0	45.2	45.8	60.0	71.0	50.1	55.5	56.6	62.9	58.4	38.7	37.2	29.4
	da	Delex	33.1	69.2	69.1	60.5	61.6	80.8	62.8	55.1	61.0	67.7	60.5	37.7	33.6	53.2	66.5	55.6	39.7	60.8	55.8	53.1	19.8	60.6	53.8	51.9	71.4	16.3	28.3	50.3	48.1	61.7	72.8	60.6	67.7	55.5	53.1	65.2	70.7	27.5	36.3	32.8
	da	WALS	41.4	69.6	73.5	60.3	63.6	80.2	62.2	54.7	61.0	71.6	60.9	44.8	40.5	53.0	69.6	59.3	44.5	62.3	55.3	55.4	22.9	59.6	52.9	56.7	75.9	18.1	28.8	54.6	48.3	60.4	72.6	60.4	70.2	61.6	53.8	64.7	70.8	28.2	36.0	32.4
	de	Delex	32.5	68.6	58.4	61.0	59.3	63.8	80.8	64.8	65.8	62.7	63.1	51.5	38.9	52.7	64.4	54.9	36.1	60.1	57.2	50.7	40.0	59.3	60.9	42.3	65.7	29.8	36.5	47.2	44.6	56.5	65.2	64.5	58.3	51.3	58.9	68.2	66.3	46.1	44.5	36.5
	de	WALS	42.5	68.4	63.5	63.2	62.9	63.1	80.4	64.4	65.9	66.5	64.3	55.4	43.7	53.8	68.7	58.1	43.1	62.6	55.3	57.1	43.4	61.5	60.5	49.8	71.6	34.7	38.5	53.5	46.3	54.7	64.8	70.4	61.8	61.5	65.3	70.3	66.1	47.8	46.2	36.8
	el	Delex	45.4	66.6	62.3	61.0	56.2	62.3	61.2	78.6	61.5	63.7	52.5	43.3	43.7	47.5	65.2	59.0	41.5	56.9	54.7	59.3	25.6	59.4	52.3	48.3	68.6	15.4	33.5	49.0	41.2	51.9	62.1	66.6	62.8	58.6	62.8	65.3	62.7	34.0	35.0	28.1
	el	WALS	49.8	65.7	62.9	59.9	57.2	62.1	60.8	77.8	61.8	64.3	54.6	45.7	47.6	49.3	65.7	59.7	43.3	56.1	54.0	61.8	31.6	58.2	54.4	48.8	69.2	30.2	35.2	49.6	43.0	51.7	62.0	66.2	63.3	61.6	62.9	64.4	62.6	35.7	37.5	30.7
	en	Delex	30.1	68.9	65.9	56.5	57.8	69.8	69.6	61.7	79.0	70.0	60.5	43.5	32.0	53.2	68.6	53.9	38.7	57.7	55.5	48.8	30.9	58.3	55.0	40.3	72.3	24.1	38.5	48.6	53.4	55.4	69.6	59.6	63.9	55.6	51.9	65.5	70.9	38.5	38.0	39.4
	en	WALS	45.7	68.5	68.4	56.3	59.2	69.1	70.8	65.2	78.4	72.5	62.0	50.9	49.4	55.4	71.4	56.3	43.2	58.6	54.4	55.2	33.8	59.8	57.3	53.8	74.9	28.3	38.5	51.2	53.3	54.7	69.9	66.9	65.7	63.8	63.1	65.2	70.9	40.0	38.9	40.9
	es	Delex	51.3	74.1	78.4	65.4	61.2	69.9	62.7	60.5	60.6	81.4	47.6	37.2	50.6	46.5	79.1	63.3	45.4	62.7	56.3	65.4	16.9	65.7	47.5	66.3	82.6	7.9	20.8	61.5	37.4	58.5	68.5	69.2	74.6	69.2	63.8	71.0	67.1	21.7	26.3	27.8
	es	WALS	49.2	74.2	78.3	63.9	60.6	70.7	63.2	61.4	64.0	80.7	56.4	44.3	50.8	53.3	78.9	58.3	45.3	60.8	53.9	64.2	26.0	63.3	51.8	66.8	82.4	22.3	26.8	55.7	47.8	57.7	69.1	69.8	74.8	70.3	64.5	71.2	69.1	26.9	32.2	32.4
	et	Delex	21.2	56.8	44.6	54.4	56.7	59.0	62.3	58.7	63.1	49.0	75.7	49.7	28.9	62.1	49.9	45.1	42.6	56.2	51.9	43.4	55.1	51.5	67.8	37.5	49.5	52.0	45.7	46.2	52.9	46.0	58.9	59.2	42.2	44.2	49.5	63.9	62.5	54.5	48.4	43.1
	et	WALS	36.9	59.6	50.7	57.4	62.0	61.4	63.5	60.4	62.3	55.2	75.6	54.4	40.7	62.2	56.9	52.7	48.6	59.8	52.1	51.5	55.8	54.3	68.3	45.4	56.7	52.0	45.2	56.2	53.1	45.7	60.6	63.5	47.5	55.5	53.9	66.5	64.2	54.1	48.4	43.5
	eu	Delex	20.3	41.6	40.3	38.4	42.4	45.0	46.1	41.5	43.4	39.6	54.1	73.6	31.7	49.8	43.5	30.7	45.1	40.5	45.0	29.2	53.6	36.0	53.8	38.1	42.5	54.9	45.2	33.4	45.2	37.5	41.2	47.8	36.8	37.9	32.7	46.7	43.2	53.9	54.9	39.0
	eu	WALS	24.2	48.9	44.4	44.4	45.7	48.9	50.7	49.7	45.5	44.7	54.8	73.5	37.8	50.6	47.3	35.5	44.8	44.5	45.0	41.0	53.7	41.8	56.8	44.7	48.2	55.6	48.9	38.6	47.1	42.0	46.8	54.9	41.0	46.0	42.6	53.7	47.6	54.0	56.3	39.0
	fa	Delex	47.3	58.5	57.1	52.5	49.1	53.2	56.9	35.5	45.7	56.8	46.8	42.3	73.5	41.2	56.9	45.8	35.7	50.2	49.6	53.9	31.4	50.8	47.5	45.4	62.3	17.7	33.0	49.7	32.8	46.1	50.4	57.6	53.8	54.0	49.4	58.2	50.3	37.8	35.3	34.1
	fa	WALS	47.2	60.5	56.4	53.6	47.0	54.7	61.7	39.0	48.3	56.6	52.3	44.8	72.6	45.3	57.0	40.4	35.6	49.3	49.1	50.5	36.9	51.2	55.0	47.0	61.6	38.3	39.0	44.3	39.8	48.5	51.1	58.4	53.5	53.2	55.3	59.9	53.3	44.1	39.2	39.6
	fi	Delex	21.4	58.7	50.9	55.5	53.6	66.4	56.8	59.6	60.1	54.3	69.4	40.2	28.8	66.1	53.7	45.3	43.5	56.4	53.9	44.8	40.6	53.3	60.9	45.6	54.4	46.9	45.4	44.0	55.4	50.4	62.9	56.4	48.9	47.7	50.6	65.0	63.8	39.7	48.5	42.3
	fi	WALS	35.2	60.9	55.8	58.0	59.1	65.2	58.8	60.8	59.3	58.3	69.4	42.1	39.6	66.1	58.6	51.3	50.3	59.7	54.7	52.5	39.9	54.6	61.6	51.8	59.9	46.6	44.9	53.1	55.4	50.7	62.5	59.8	52.6	57.4	55.0	66.5	63.5	38.8	47.9	42.9
	fr	Delex	47.4	67.1	77.5	59.7	50.1	64.8	58.3	59.3	60.2	76.4	42.3	29.0	45.3	42.2	81.5	59.5	43.8	54.2	52.5	61.2	14.1	60.5	43.4	62.0	81.5	8.1	20.1	49.9	34.1	56.8	64.0	62.1	74.0	65.4	59.1	65.5	62.6	18.9	23.2	27.1
	fr	WALS	50.5	66.8	77.1	61.1	51.4	68.6	58.3	59.1	62.9	76.6	53.9	33.5	46.9	51.4	81.1	56.1	43.8	54.6	51.7	59.7	19.8	59.8	45.7	63.7	81.3	22.3	28.3	48.0	41.4	56.4	68.1	66.3	74.3	69.7	61.2	68.8	67.3	22.6	29.8	33.7
	ga	Delex	52.4	43.2	56.3	38.3	49.8	40.5	41.3	31.6	38.8	56.9	28.4	32.3	48.7	27.4	56.5	74.2	37.4	46.2	42.4	59.1	15.2	34.4	28.5	52.3	59.2	17.5	19.4	44.6	24.4	43.8	43.5	50.1	58.0	52.3	37.3	38.9	37.8	15.8	25.5	20.2
	ga	WALS	52.0	58.8	58.8	53.9	50.6	53.3	51.8	42.3	47.3	61.0	43.0	38.3	49.8	38.9	58.6	74.4	39.9	46.6	42.0	55.6	31.4	50.9	44.1	53.4	63.6	45.8	26.8	46.4	41.0	51.8	52.7	58.7	59.5	53.7	57.1	52.7	53.5	27.5	34.3	28.4
	gl	Delex	31.8	43.4	48.4	44.9	53.8	48.1	45.7	46.1	45.0	45.9	47.9	45.5	30.8	44.5	48.4	42.7	82.5	50.2	42.3	42.4	33.4	44.8	46.2	44.3	48.6	27.3	22.1	44.3	33.2	39.9	45.6	49.8	44.5	45.6	42.8	48.9	48.5	30.1	30.1	23.3
	gl	WALS	31.7	43.4	48.3	42.8	53.5	49.5	46.0	45.7	46.7	45.9	52.7	50.7	30.8	48.6	48.1	40.3	82.6	47.9	41.2	40.3	34.8	43.6	50.4	46.4	48.6	30.4	32.3	41.2	37.4	39.3	45.6	49.5	44.7	45.5	43.4	47.4	49.5	36.2	34.5	26.2
	got	Delex	51.0	67.5	66.5	60.8	74.7	64.5	62.3	51.7	52.5	67.2	52.5	48.5	53.1	45.9	64.3	61.5	43.4	76.8	56.8	64.4	26.6	56.0	51.1	61.1	70.2	15.1	21.8	64.1	37.2	54.2	63.7	73.0	64.6	61.5	60.3	66.6	61.3	32.2	33.7	27.8
	got	WALS	51.1	67.3	66.5	59.5	74.7	64.6	61.8	49.6	51.7	66.6	59.5	58.5	52.4	52.5	64.3	61.1	43.4	75.9	56.4	60.6	40.1	56.3	56.4	61.7	69.9	48.5	36.2	63.3	48.2	52.0	63.8	70.8	63.5	61.2	59.2	64.7	62.3	44.3	42.6	35.6
	grc	Delex	42.3	63.8	60.7	57.1	67.0	63.5	62.4	51.3	56.5	63.6	62.4	57.0	43.9	53.4	61.4	56.1	42.1	65.8	62.2	55.9	39.6	52.9	60.7	46.2	66.7	37.9	40.9	57.4	47.3	50.8	62.6	66.4	57.1	57.1	53.9	64.9	61.7	48.6	49.4	37.3
	grc	WALS	44.9	62.6	60.5	55.9	66.8	62.4	62.1	50.7	55.4	63.6	63.3	60.0	50.1	53.6	61.4	55.7	43.6	65.5	61.9	52.2	47.7	52.5	61.7	50.9	66.2	46.5	42.4	56.8	49.6	50.8	61.5	67.9	57.6	58.6	55.9	63.7	61.3	50.9	50.7	38.0
	he	Delex	56.9	50.6	59.3	44.6	61.7	43.9	42.0	42.8	38.4	63.9	33.3	20.7	54.2	34.8	61.6	65.5	40.3	62.2	52.2	79.8	11.0	37.2	31.6	65.0	62.8	7.2	15.9	58.1	29.7	44.9	45.8	55.0	67.5	58.8	42.2	39.3	42.0	9.1	22.4	23.7
	he	WALS	56.7	68.0	59.5	59.3	62.9	54.2	51.6	54.8	47.9	63.9	48.6	24.6	54.0	46.3	62.0	61.4	40.3	61.9	53.9	79.2	22.9	48.6	47.6	64.6	63.3	28.7	26.6	57.6	46.7	53.0	55.8	65.5	67.5	59.1	64.4	53.5	56.3	19.0	30.9	30.2
	hi	Delex	8.8	30.4	29.5	31.5	26.4	31.6	47.0	36.9	40.1	31.2	43.4	50.3	25.4	40.2	33.8	22.4	40.1	30.7	38.2	23.6	83.5	30.5	53.3	19.7	32.8	63.5	49.6	17.9	38.1	35.7	30.9	32.3	31.2	22.6	30.6	34.3	36.1	63.7	58.5	37.9
	hi	WALS	21.4	32.1	33.0	35.6	29.4	31.9	48.4	38.4	37.3	34.1	43.5	53.7	37.1	40.4	36.4	28.1	44.8	34.0	38.0	27.0	83.3	34.8	52.5	25.8	36.1	63.1	51.9	25.4	39.1	34.9	31.9	37.5	33.1	29.7	35.7	37.3	36.9	64.7	57.9	38.0
	hr	Delex	49.5	74.8	63.6	69.7	60.8	68.0	62.4	66.1	56.2	64.7	57.2	50.3	51.4	50.8	62.4	58.8	41.8	61.7	50.7	59.9	25.4	77.5	51.5	67.2	67.1	17.9	23.8	60.0	39.2	51.4	67.9	75.3	61.6	64.6	68.8	73.2	64.0	32.1	34.6	30.6
	hr	WALS	53.3	74.8	68.0	69.7	62.3	69.9	64.2	65.4	56.4	67.9	63.9	58.9	54.5	56.8	66.6	59.9	43.8	62.4	49.5	62.9	33.2	76.7	55.4	68.2	71.9	41.5	35.2	63.1	52.2	54.2	68.5	75.6	64.6	67.2	68.7	73.1	67.2	41.1	40.8	39.0
	hu	Delex	14.6	48.4	41.7	47.0	52.2	57.1	59.9	48.9	53.5	43.7	67.7	57.8	28.4	57.0	45.3	37.5	46.8	50.0	49.8	34.7	66.0	47.3	79.0	31.5	44.3	59.6	45.9	38.8	48.2	40.0	50.6	53.2	38.9	37.3	42.3	55.7	54.5	58.7	53.9	42.8
	hu	WALS	29.7	51.6	45.8	49.7	59.1	57.5	60.7	51.6	52.3	48.7	67.0	63.3	41.3	56.6	49.2	46.1	51.0	55.8	50.6	43.3	66.1	49.5	79.5	43.0	49.5	60.6	47.6	51.1	48.5	40.3	51.9	58.3	42.0	48.7	46.3	58.3	55.9	58.9	54.7	44.1
	id	Delex	52.7	70.4	70.8	62.5	64.6	63.1	58.3	53.0	54.2	73.1	48.1	41.6	55.1	45.1	71.3	64.2	46.2	62.2	53.2	64.8	21.4	58.1	44.0	78.5	75.5	10.0	21.6	62.9	36.6	55.1	66.7	70.8	70.4	66.5	62.3	64.9	62.8	22.0	28.7	27.4
	id	WALS	53.0	71.1	70.4	61.4	64.5	65.7	60.1	55.0	58.8	72.5	55.9	48.7	55.4	51.3	70.9	59.8	46.0	61.4	53.1	64.4	29.5	57.5	51.1	78.0	74.5	23.2	26.8	59.5	45.8	56.3	67.4	72.0	69.6	65.9	66.1	65.1	65.3	31.5	32.8	33.0
	it	Delex	53.1	72.5	78.6	67.1	60.4	67.9	59.9	49.2	58.4	78.5	49.2	29.2	51.4	46.7	78.4	60.1	45.7	61.0	54.7	63.2	13.7	64.9	47.3	66.6	85.5	7.0	18.6	62.7	39.1	57.3	68.5	71.6	75.5	68.3	63.4	72.6	66.2	19.5	23.5	27.0
	it	WALS	50.2	71.9	78.6	63.5	59.9	68.2	60.1	47.8	61.3	78.4	57.9	36.5	50.6	53.2	78.0	54.4	45.6	58.9	53.7	60.7	20.0	61.6	49.3	66.8	85.2	23.8	25.8	55.3	46.5	57.9	69.2	70.1	75.4	68.4	62.2	69.5	68.3	28.5	28.9	34.4
	ja	Delex	6.4	28.2	29.4	29.7	22.6	29.4	42.6	31.1	33.7	30.3	38.0	49.3	19.4	36.9	32.9	16.5	37.9	26.8	35.9	20.1	59.0	26.8	48.8	25.4	31.0	85.2	54.1	14.4	38.7	35.1	28.5	25.7	32.3	20.1	26.8	30.6	32.2	65.6	65.8	38.1
	ja	WALS	17.1	32.0	32.6	34.2	25.6	32.2	44.0	34.7	33.4	33.4	38.3	52.6	30.5	37.2	35.0	22.8	40.0	29.7	37.6	25.5	58.4	32.8	48.2	33.7	35.1	85.0	53.9	22.4	40.0	35.1	31.0	32.3	35.3	27.5	35.1	35.1	34.5	65.5	66.0	38.9
	kk	Delex	5.1	26.4	28.4	30.0	22.8	28.0	42.4	29.0	33.2	30.0	37.2	45.2	17.9	32.2	30.9	17.5	36.7	26.4	32.6	21.3	63.7	27.1	49.3	17.4	31.2	62.5	62.3	16.1	35.1	27.5	25.8	29.0	30.8	19.8	28.6	30.7	29.4	66.3	61.3	34.8
	kk	WALS	15.5	27.2	31.0	30.8	24.3	28.6	43.0	29.8	32.2	31.5	37.1	49.1	26.5	32.4	34.2	22.0	37.5	28.2	32.4	21.9	62.4	28.9	47.7	23.1	34.0	61.6	63.8	21.4	35.0	28.4	26.5	29.5	32.8	24.1	31.0	30.5	30.4	65.8	61.1	34.6
	la	Delex	39.6	62.4	52.8	56.4	63.0	57.5	60.0	53.8	51.5	54.6	55.6	53.9	47.5	48.7	55.6	49.2	38.5	62.0	56.1	51.0	39.2	51.8	54.1	45.2	59.6	24.6	38.2	53.8	40.9	44.6	55.1	63.3	52.0	55.4	54.3	62.8	55.5	48.5	48.5	34.9
	la	WALS	41.2	62.0	48.8	56.8	61.8	54.6	57.6	53.1	49.2	51.0	57.8	56.9	49.9	51.3	51.9	49.0	41.6	62.7	55.1	50.7	47.3	52.2	56.9	46.3	54.8	42.0	41.4	54.0	45.9	41.3	54.0	63.9	47.8	55.4	55.5	63.1	54.3	52.2	51.6	37.7
	lv	Delex	22.5	68.3	61.1	55.2	52.6	68.5	64.3	55.0	60.7	61.1	57.9	50.3	28.6	53.7	61.5	46.6	35.5	56.3	56.0	44.9	30.5	53.4	58.0	42.9	65.0	24.3	46.2	37.2	63.2	56.4	64.8	56.1	60.6	47.4	51.2	65.5	64.9	45.3	49.5	36.9
	lv	WALS	36.9	67.6	66.5	57.2	55.5	67.0	64.1	55.5	58.2	66.7	58.6	55.9	38.0	54.4	66.9	49.4	41.8	57.5	55.3	50.6	33.9	54.9	58.6	49.7	71.5	34.9	48.4	43.8	63.6	55.0	63.4	58.6	64.5	56.5	54.6	66.5	63.9	45.0	50.5	37.6
	nl	Delex	35.6	68.6	67.3	62.0	50.7	68.2	68.7	59.8	56.8	67.0	54.7	44.8	41.4	48.8	65.9	53.9	37.7	54.5	57.3	52.8	28.7	61.4	54.5	54.1	71.1	21.9	35.0	39.4	40.3	74.7	64.5	64.5	67.5	52.2	61.5	64.7	62.7	41.5	41.2	31.5
	nl	WALS	44.7	67.8	72.2	61.5	55.9	70.3	68.7	59.5	58.6	71.2	60.0	53.3	48.7	53.4	70.5	58.0	44.0	56.7	57.8	55.3	33.0	61.3	57.1	57.7	75.8	28.2	36.7	45.9	44.8	74.1	65.9	65.3	70.1	59.8	63.2	64.0	64.8	44.4	42.5	36.3
	no	Delex	31.6	69.4	68.8	58.5	58.5	72.9	65.7	50.8	65.4	69.0	64.2	43.0	30.8	57.4	66.9	56.1	38.5	56.9	54.3	50.4	26.4	52.8	57.8	49.2	72.7	28.4	40.0	44.0	55.7	57.2	79.9	57.6	68.0	54.6	51.8	65.6	75.5	38.5	44.8	36.3
	no	WALS	50.0	69.4	72.5	58.5	60.8	71.9	66.0	52.4	65.2	72.8	64.4	48.6	46.1	58.0	70.6	57.8	44.5	57.0	54.5	58.0	28.1	54.9	58.1	59.5	77.6	28.9	39.0	50.2	54.7	56.2	79.6	64.0	70.6	63.7	60.5	65.3	74.9	39.2	44.3	36.6
	pl	Delex	56.5	73.3	67.2	69.4	63.0	68.6	65.8	60.9	55.8	67.3	55.9	49.8	52.4	50.2	65.6	62.5	42.9	61.7	55.2	60.1	23.6	66.7	49.7	61.6	71.6	18.6	21.1	60.3	39.1	52.8	65.4	84.5	63.4	64.6	65.5	75.1	62.9	30.2	26.8	23.5
	pl	WALS	56.9	73.0	67.7	66.4	62.5	68.6	66.2	60.2	58.0	67.2	60.8	56.0	52.9	53.0	66.0	57.7	43.3	61.0	55.6	59.2	31.2	63.6	53.8	62.0	72.2	39.4	30.3	57.6	45.9	52.4	65.3	84.6	63.4	64.8	65.3	73.1	63.8	38.4	31.8	29.0
pt	Delex	51.2	71.5	74.7	64.3	60.4	65.4	63.6	58.3	57.7	75.5	47.9	43.4	48.4	45.3	76.6	61.8	46.3	61.8	53.4	59.4	23.4	59.8	46.0	67.9	79.2	11.5	23.3	60.2	40.5	58.8	66.9	70.6	79.4	65.0	64.1	66.9	64.8	27.5	30.4	23.9
pt	WALS	49.3	70.4	73.6	61.3	58.3	63.5	63.9	59.7	59.8	74.8	55.2	50.2	48.4	51.4	76.1	57.1	46.1	59.6	52.7	58.6	29.4	57.1	49.3	67.0	78.9	24.9	32.0	52.9	48.4	56.7	67.0	69.7	79.4	64.8	64.3	64.9	67.0	35.2	36.7	29.3
ro	Delex	56.2	72.6	75.9	62.8	62.7	68.1	60.9	48.1	55.8	75.9	47.7	40.8	56.1	45.8	76.2	65.8	45.6	63.2	53.6	68.0	17.3	60.3	44.4	70.1	79.7	8.5	21.6	63.3	36.0	56.0	66.5	71.7	72.1	76.6	59.4	66.7	64.7	18.1	27.1	26.1
ro	WALS	56.3	74.9	76.0	64.1	62.5	69.0	61.8	51.5	59.4	75.7	56.9	46.0	56.6	52.8	76.2	61.7	45.7	62.6	54.3	65.8	26.4	61.9	50.3	69.6	79.9	25.2	28.3	58.5	47.8	58.1	68.1	72.7	71.8	76.4	64.9	68.6	67.1	27.6	32.7	32.3
ru	Delex	45.6	75.1	63.6	70.2	61.9	69.3	66.4	67.8	59.0	67.0	55.7	44.9	54.3	50.7	64.0	60.2	38.8	63.3	54.8	62.0	27.1	69.9	52.6	64.8	68.2	16.1	30.5	54.3	43.6	55.1	67.6	74.5	63.7	62.0	77.6	75.6	66.0	31.4	35.0	27.8
ru	WALS	51.7	74.2	66.2	67.0	64.5	68.4	66.3	67.6	60.7	69.6	60.4	53.2	58.2	54.5	66.9	58.4	43.4	63.3	55.5	61.7	33.5	66.1	56.3	67.4	70.8	35.2	39.7	55.1	50.7	53.8	67.1	74.4	64.9	65.5	77.1	73.8	66.4	36.8	40.1	32.7
sl	Delex	43.2	77.6	68.1	74.0	58.5	69.9	69.5	49.6	58.9	68.2	56.0	46.9	52.9	50.2	69.2	57.6	36.4	60.1	54.0	57.7	27.0	71.2	55.0	64.6	71.0	17.1	27.3	53.8	42.2	56.4	68.7	75.7	66.2	61.3	68.7	83.7	67.6	36.3	34.8	32.5
sl	WALS	53.1	77.3	72.4	73.9	61.5	70.4	69.9	49.1	58.7	73.2	62.7	61.8	58.6	56.7	72.8	61.2	43.3	61.7	54.8	61.0	36.3	70.3	59.1	68.0	76.3	44.0	38.5	61.7	55.0	55.8	68.3	75.3	69.2	68.6	68.2	83.7	69.1	48.3	41.9	40.5
sv	Delex	28.0	69.4	68.4	58.7	59.0	75.3	66.0	47.6	65.1	68.0	63.9	41.0	29.9	57.7	67.4	52.9	37.8	58.0	56.5	48.0	23.8	55.4	58.8	47.5	71.3	24.2	40.7	46.1	51.5	55.1	76.6	59.0	66.0	53.3	50.2	66.7	78.2	36.7	40.1	36.1
sv	WALS	42.5	70.1	72.3	61.1	61.5	74.6	66.6	49.4	63.8	71.8	64.2	45.5	42.0	57.6	70.9	57.4	44.5	58.7	56.3	50.0	25.0	57.4	59.7	55.1	75.8	26.3	38.5	53.3	51.4	53.3	76.2	61.2	69.2	60.6	54.7	68.0	77.9	37.4	41.1	36.8
ta	Delex	6.8	28.9	30.2	32.0	29.6	29.0	44.2	30.3	35.8	30.2	43.2	48.2	22.5	38.5	33.4	19.8	39.1	31.9	38.7	25.0	66.5	29.2	54.8	20.6	31.5	72.6	53.9	20.1	37.1	32.2	28.3	29.1	31.1	22.1	28.9	33.8	33.2	73.4	67.0	41.2
ta	WALS	17.5	31.9	34.5	35.7	33.7	30.2	46.0	31.1	36.8	34.2	43.4	52.0	31.2	38.4	37.6	24.2	43.7	36.2	39.7	26.6	66.8	34.4	55.7	26.1	36.8	72.3	54.6	28.3	37.8	33.7	30.4	33.3	34.5	26.5	34.5	37.8	34.7	74.0	67.8	41.3
tr	Delex	6.9	32.6	30.4	33.3	31.7	33.4	45.9	34.5	38.2	32.9	45.3	51.0	18.6	40.4	34.9	23.9	39.6	32.3	39.9	26.5	64.9	29.4	57.4	19.2	34.2	68.4	56.3	15.1	39.7	30.8	31.4	36.7	32.7	23.4	30.7	35.8	35.0	65.2	77.4	37.6
tr	WALS	12.2	33.9	30.4	34.5	34.6	33.3	45.8	36.3	37.0	32.3	45.8	55.2	25.5	40.5	34.3	26.0	38.4	35.2	38.9	26.3	63.8	31.1	57.9	24.5	34.5	67.7	55.6	21.1	39.5	29.6	30.7	38.0	32.8	25.9	32.6	36.6	35.5	64.8	77.4	38.5
zh	Delex	14.3	47.5	45.5	43.2	43.7	51.4	58.5	41.8	53.1	47.3	53.1	44.2	28.0	46.5	49.3	31.7	33.0	44.6	49.8	30.8	45.8	42.8	55.7	26.1	49.3	43.4	40.2	33.6	46.9	47.1	48.2	44.6	43.2	34.8	38.7	53.9	52.7	47.1	49.6	64.4
zh	WALS	22.2	49.0	47.4	45.3	46.0	51.5	60.7	45.2	51.5	49.5	52.8	48.5	35.7	46.2	50.5	34.8	35.6	45.2	51.0	32.1	48.3	45.9	55.0	33.8	51.8	45.6	42.7	37.1	46.5	47.7	48.1	46.8	45.6	40.4	42.7	54.9	52.8	47.5	50.6	64.1
			ar	bg	ca	cs	cu	da	de	el	en	es	et	eu	fa	fi	fr	ga	gl	got	grc	he	hi	hr	hu	id	it	ja	kk	la	lv	nl	no	pl	pt	ro	ru	sl	sv	ta	tr	zh
			Target