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Table 5 Results on medical development set

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

Strategy

Abbr →Exp

Exp →Abbr

Syn

 RI

 RP

Result

 RI

 RP

Result

 RI

 RP

Result

RIRP30

RI_4

RP_4_sw

0.08

RI_2

RP_2

0.03

RI_20

RP_4_sw

0.26

RI_20

RP_2

RI_4

RP_4

RI_20

RP_4_sw

RI_4

RP_4_sw

  

RI_8

RP_8

  

RI_20

RP_2

  

RI_20

RP_2_sw

  

RI_20

RP_4

  

RI_20

RP_4_sw

RPRI30

RI_2

RP_2_sw

0.08

RI_2

RP_2

0.03

RI_8

RP_8_sw

0.24

RI_4

RP_4

RI_2

RP_2_sw

RI_4

RP_4_sw

RI_4

RP_4

RI_8

RP_8

RI_4

RP_4_sw

RI_8

RP_8_sw

RI_8

RP_8

RI_20

RP_2_sw

RI_8

RP_8_sw

RI_20

RP_4

RI_20

RP_2

RI_20

RP_4_sw

RI_20

RP_2_sw

  

RI_20

RP_4

  

RI_20

RP_4_sw

RI + R P

RI_4

RP_4_sw

0.10

RI_8

RP_8_sw

0.08

RI_20

RP_2_sw

0.30

RI_20

RP_4_sw

  1. 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.