From: Synonym extraction and abbreviation expansion with ensembles of semantic spaces
Evaluation configuration | Abbr →Exp | Exp →Abbr | Syn | |||
---|---|---|---|---|---|---|
Clinical | Medical | Clinical | Medical | Clinical | Medical | |
RI_4 | RI_4 | RI_4 | RI_8 | RI_20 | RI_20 | |
RP_4_sw | RP_4_sw | RP_4_sw | RP_8_sw | RP_4_sw | RP_2_sw | |
SUM, False | SUM, False | SUM, False | ||||
P | R | P | R | P | R | |
Clinical space | 0.03 | 0.17 | 0.03 | 0.19 | 0.05 | 0.29 |
Medical space | 0.01 | 0.06 | 0.01 | 0.08 | 0.03 | 0.18 |
Conjoint corpus space | 0.03 | 0.19 | 0.01 | 0.08 | 0.05 | 0.30 |
Clinical ensemble | 0.04 | 0.24 | 0.03 | 0.19 | 0.06 | 0.34 |
Medical ensemble | 0.02 | 0.11 | 0.01 | 0.11 | 0.05 | 0.33 |
Conjoint corpus ensemble | 0.03 | 0.19 | 0.02 | 0.14 | 0.07 | 0.40 |
Disjoint corpora ensemble | 0.05 | 0.30 | 0.03 | 0.19 | 0.08 | 0.47 |
+Post-processing (top 10) | 0.07 | 0.39 | 0.06 | 0.33 | 0.08 | 0.47 |
+Dynamic cut-off (top ≤ 10) | 0.28 | 0.39 | 0.31 | 0.33 | 0.08 | 0.45 |