Research Article

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

Table 7

The results of the IOAC-QL algorithm based on AVWs compared to CRFs and TFICF approaches.

DatasetsCRFsTFICFIOAC-QL
PrecisionRecall-measurePrecisionRecall-measurePrecisionRecall-measure

TREC75.08%60.2%66.28%89.3%71.4%78.7%89.8%88.1%88.6%
BLESS73.04%62.66%67.03%73.8%69.5%71.6%95.0%83.5%88.9%
NYT68.46%54.02%60.38%86.0%65.0%74.0%90.0%74.0%81.2%
Wikipedia56.0%42.0%48.0%64.6%54.88%59.34%70.0%44.0%54.0%