From: Linking entities through an ontology using word embeddings and syntactic re-ranking
Baseline | Before Re-ranking | After Re-ranking | |
---|---|---|---|
Training set | |||
Macro-average Precision | 0.999 | 0.737 | 0.742 |
Macro-average Recall | 0.522 | 0.732 | 0.736 |
Macro-average F-score | 0.686 | 0.735 | 0.739 |
Micro-average Precision | 0.999 | 0.728 | 0.730 |
Micro-average Recall | 0.513 | 0.723 | 0.725 |
Micro-average F-score | 0.665 | 0.726 | 0.728 |
Test set | |||
Macro-average Precision | 0.999 | 0.683 | 0.687 |
Macro-average Recall | 0.494 | 0.677 | 0.681 |
Macro-average F-score | 0.661 | 0.675 | 0.684 |
Micro-average Precision | 0.999 | 0.682 | 0.686 |
Micro-average Recall | 0.489 | 0.675 | 0.680 |
Micro-average F-score | 0.657 | 0.678 | 0.684 |