Table 7.

Precision, recall, F-score over top 25 predictions, and MAP for different methods on the set NLP2007.

	Prec	Recall	F-Score	MAP
MTI	0.318	0.574	0.409	0.450
Reflective random indexing	0.372	0.575	0.451	N/A
Neighborhood frequency	0.369	0.674	0.476	0.598
Neighborhood familiarly	0.376	0.677	0.483	0.604
Learning-to-rank algorithm	0.390	0.712	0.504	0.626
SGD-SVM	0.390	0.712	0.504	0.640
SGD-SVM with PAV	0.405	0.740	0.524	0.681