Journal of Biomedical Semantics

Table 4 Results on clinical development set

From: Synonym extraction and abbreviation expansion with ensembles of semantic spaces

Strategy	Abbr →Exp			Exp →Abbr			Syn
Strategy	RI	RP	Result	RI	RP	Result	RI	RP	Result
RI ⊂ RP₃₀	RI_8	RP_8_sw	0.38	RI_8	RP_8	0.30	RI_8	RP_8	0.39
				RI_4	RP_4_sw	0.30	RI_8	RP_8	0.38
RP ⊂ RI₃₀	RI_20	RP_4_sw	0.35	RI_20	RP_4_sw		RI_8	RP_8_sw
							RI_20	RP_2_sw
RI + RP	RI_4	RP_4_sw	0.42	RI_4	RP_4_sw	0.32	RI_20	RP_4_sw	0.40
RI + RP	RI_4	RP_4_sw	0.42	RI_8	RP_8_sw	0.32	RI_20	RP_4_sw	0.40

Results (recall, top ten) of the best configurations for each model and model combination on the three tasks. The configurations are described according to the following pattern: model_windowSize. For RP, sw means that stop words are retained in the model.

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ISSN: 2041-1480

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