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Table 3

Unlabeled attachment scores (top) and labeled attachment scores (bottom) on the test sets. In each table, the first two columns show the results of the parser with word lookup (Words) vs. character-based (Chars) representations. Boldface shows the better result comparing Words vs. Chars, comparing Words + POS vs. Chars + POS, and comparing Words + POS + Morph vs. Chars + POS + Morph.

UAS:
Language	Words	Chars	Words + POS	Chars + POS	Words + POS + Morph	Chars + POS + Morph
Arabic	85.21	86.08	86.05	86.07	86.35	85.79
Basque	77.06	85.19	82.92	85.22	86.87	86.02
French	83.74	85.34	86.15	85.78	86.81	86.21
German	82.75	86.80	87.33	87.26	87.40	87.48
Hebrew	77.62	79.93	80.68	80.17	81.36	79.83
Hungarian	72.78	80.35	78.64	80.92	81.07	81.06
Korean	78.70	88.39	86.85	88.30	86.84	88.24
Polish	72.01	83.44	87.06	85.97	88.93	88.44
Swedish	76.39	79.18	83.43	83.24	83.18	82.04
Turkish	71.70	76.32	75.32	76.34	79.52	78.28
Chinese	79.01	79.94	85.96	85.30	–	–
English	91.16	91.47	92.57	91.63	–	–

Average	79.01	85.36	84.41	84.68	–	–
LAS:
Language	Words	Chars	Words + POS	Chars + POS	Words + POS + Morph	Chars + POS + Morph
Arabic	82.05	83.41	83.46	83.40	83.83	83.11
Basque	66.61	79.09	73.56	78.61	80.83	79.92
French	79.22	80.92	82.03	81.08	82.65	81.97
German	79.15	84.04	84.62	84.49	84.79	84.86
Hebrew	68.71	71.26	72.70	72.26	73.67	72.06
Hungarian	61.93	75.19	69.31	76.34	76.66	76.45
Korean	67.50	86.27	83.37	86.21	83.41	86.25
Polish	63.96	76.84	79.83	78.24	82.67	82.21
Swedish	67.69	71.19	76.40	74.47	76.42	74.41
Turkish	54.55	64.34	61.22	62.28	70.93	68.28
Chinese	74.79	76.29	84.40	83.72	–	–
English	88.42	88.94	90.31	89.44	–	–

Average	71.22	78.15	78.43	79.21	–	–

UAS:
Language	Words	Chars	Words + POS	Chars + POS	Words + POS + Morph	Chars + POS + Morph
Arabic	85.21	86.08	86.05	86.07	86.35	85.79
Basque	77.06	85.19	82.92	85.22	86.87	86.02
French	83.74	85.34	86.15	85.78	86.81	86.21
German	82.75	86.80	87.33	87.26	87.40	87.48
Hebrew	77.62	79.93	80.68	80.17	81.36	79.83
Hungarian	72.78	80.35	78.64	80.92	81.07	81.06
Korean	78.70	88.39	86.85	88.30	86.84	88.24
Polish	72.01	83.44	87.06	85.97	88.93	88.44
Swedish	76.39	79.18	83.43	83.24	83.18	82.04
Turkish	71.70	76.32	75.32	76.34	79.52	78.28
Chinese	79.01	79.94	85.96	85.30	–	–
English	91.16	91.47	92.57	91.63	–	–

Average	79.01	85.36	84.41	84.68	–	–
LAS:
Language	Words	Chars	Words + POS	Chars + POS	Words + POS + Morph	Chars + POS + Morph
Arabic	82.05	83.41	83.46	83.40	83.83	83.11
Basque	66.61	79.09	73.56	78.61	80.83	79.92
French	79.22	80.92	82.03	81.08	82.65	81.97
German	79.15	84.04	84.62	84.49	84.79	84.86
Hebrew	68.71	71.26	72.70	72.26	73.67	72.06
Hungarian	61.93	75.19	69.31	76.34	76.66	76.45
Korean	67.50	86.27	83.37	86.21	83.41	86.25
Polish	63.96	76.84	79.83	78.24	82.67	82.21
Swedish	67.69	71.19	76.40	74.47	76.42	74.41
Turkish	54.55	64.34	61.22	62.28	70.93	68.28
Chinese	74.79	76.29	84.40	83.72	–	–
English	88.42	88.94	90.31	89.44	–	–

Average	71.22	78.15	78.43	79.21	–	–

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