Table 2 Performance on the BioSimVerb (in ρ) using representations learned with different context configurations. (Bold: best-performing configuration and its score)
From: A neural classification method for supporting the creation of BioVerbNet
Baseline | Spearman’s ρ |
|---|---|
BOW (win=5) | 0.4664 |
DEP-ALL | 0.4323 |
Configurations: Verb | |
POOL-ALL | 0.4724 |
conj+obj+pcomp+prep+rel+subj | 0.475 |
conj+obj+prep+rel+subj(Best) | 0.4889 |
conj+obj+pcomp+prep+subj | 0.4578 |
conj+obj+pcomp+rel+subj | 0.4478 |
conj+obj+pcomp+prep+rel | 0.4406 |
conj+obj+prep+subj | 0.4611 |
conj+obj+rel+subj | 0.4572 |
conj+obj+prep+rel | 0.442 |
comp+obj+pcomp+prep+rel+subj | 0.4376 |
comp+conj+obj+prep+rel+subj | 0.4762 |
comp+conj+obj+pcomp+prep+subj | 0.4655 |
comp+conj+obj+pcomp+rel+subj | 0.4583 |
comp+conj+obj+pcomp+prep+rel | 0.4413 |
comp+conj+obj+prep+subj | 0.4635 |
comp+conj+obj+rel+subj | 0.4592 |
comp+conj+obj+prep+rel | 0.442 |
obj+pcomp+prep+rel+subj | 0.4446 |
obj+prep+rel+subj | 0.441 |