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Table 13

A comparison between different search result clustering approaches (percentages). The best results for each of the three classes of algorithms is shown in bold.

Algorithm	Algorithm	Web1T				ukWaC
Algorithm	Algorithm	ARI	JI	F1	#cl.	ARI	JI	F1	# cl.
WSI-based	Curvature	67.03	74.10	58.34	2.3	64.86	72.74	58.84	3.5
	SquaT++_V	69.65	75.69	59.19	2.1	69.27	75.55	59.18	2.3
	SquaT++_E	69.88	75.82	59.39	2.7	69.84	75.74	59.70	3.9
	B-MST	60.76	71.51	64.56	5.0	61.15	72.24	65.57	5.0
	HyperLex	60.86	72.05	65.41	13.0	56.59	72.00	70.69	17.0
	Chinese Whispers	67.75	75.37	64.25	12.5	68.77	75.45	59.66	6.5

SRC systems	Lingo	−0.53	36.36	16.73	2.0	−0.53	36.36	16.73	2.0
	STC	−7.90	38.23	14.96	2.0	−7.90	38.23	14.96	2.0
	KeySRC	14.34	27.77	63.11	18.5	14.34	27.77	63.11	18.5

Baselines	All-in-one	0.00	47.12	42.40	1.0	0.00	47.12	42.40	1.0
	Singleton	0.00	0.00	68.17	100.0	0.00	0.00	68.17	100.0
	Wikipedia	13.83	56.02	14.33	5.7	13.83	56.02	14.33	5.7

Algorithm	Algorithm	Web1T				ukWaC
Algorithm	Algorithm	ARI	JI	F1	#cl.	ARI	JI	F1	# cl.
WSI-based	Curvature	67.03	74.10	58.34	2.3	64.86	72.74	58.84	3.5
	SquaT++_V	69.65	75.69	59.19	2.1	69.27	75.55	59.18	2.3
	SquaT++_E	69.88	75.82	59.39	2.7	69.84	75.74	59.70	3.9
	B-MST	60.76	71.51	64.56	5.0	61.15	72.24	65.57	5.0
	HyperLex	60.86	72.05	65.41	13.0	56.59	72.00	70.69	17.0
	Chinese Whispers	67.75	75.37	64.25	12.5	68.77	75.45	59.66	6.5

SRC systems	Lingo	−0.53	36.36	16.73	2.0	−0.53	36.36	16.73	2.0
	STC	−7.90	38.23	14.96	2.0	−7.90	38.23	14.96	2.0
	KeySRC	14.34	27.77	63.11	18.5	14.34	27.77	63.11	18.5

Baselines	All-in-one	0.00	47.12	42.40	1.0	0.00	47.12	42.40	1.0
	Singleton	0.00	0.00	68.17	100.0	0.00	0.00	68.17	100.0
	Wikipedia	13.83	56.02	14.33	5.7	13.83	56.02	14.33	5.7