Research Article

Exploiting Semantic Annotations and -Learning for Constructing an Efficient Hierarchy/Graph Texts Organization

Table 6

The results of the C-SynD algorithm based on the MFsSR compared to the PMI and ICA for detecting the closest synonym.

DatasetsPMI ICAC-SynD
PrecisionRecall-measurePrecisionRecall-measurePrecisionRecall-measure

SN 60.6%60.6%0.61%79.5%71.6%75.3%85%80%82%
BNC74.5%67.9%71%76%67.8%72%82%71.9%77%