Table 3.
Disambiguation results of EDEGE and baseline methods with different knowledge graphs.
Data set | Knowledge graph | Method | F1 | Precision | Recall |
---|---|---|---|---|---|
AIDA-CoNLL | DBpedia | PBoH | 0.694 | 0.766 | 0.635 |
DoSeR | 0.708 | 0.791 | 0.641 | ||
NeuPL | 0.719 | 0.803 | 0.651 | ||
GNED | 0.729 | 0.809 | 0.663 | ||
NCEL | 0.717 | 0.806 | 0.656 | ||
E2ENEL | 0.704 | 0.805 | 0.658 | ||
BOOTLEG | 0.721 | 0.803 | 0.651 | ||
EDEGE | 0.801 | 0.836 | 0.768 | ||
| |||||
AIDA-B | DBpedia | PBoH | 0.668 | 0.698 | 0.641 |
DoSeR | 0.682 | 0.714 | 0.652 | ||
NeuPL | 0.701 | 0.737 | 0.669 | ||
GNED | 0.715 | 0.751 | 0.683 | ||
NCEL | 0.709 | 0.743 | 0.679 | ||
E2ENEL | 0.711 | 0.739 | 0.681 | ||
BOOTLEG | 0.708 | 0.744 | 0.676 | ||
EDEGE | 0.777 | 0.812 | 0.744 | ||
| |||||
MSNBC | DBpedia | PBoH | 0.677 | 0.705 | 0.652 |
DoSeR | 0.694 | 0.724 | 0.667 | ||
NeuPL | 0.705 | 0.698 | 0.713 | ||
GNED | 0.706 | 0.727 | 0.686 | ||
NCEL | 0.703 | 0.713 | 0.676 | ||
E2ENEL | 0.698 | 0.708 | 0.681 | ||
BOOTLEG | 0.702 | 0.715 | 0.679 | ||
EDEGE | 0.779 | 0.823 | 0.739 | ||
| |||||
AQUAINT | DBpedia | PBoH | 0.673 | 0.699 | 0.648 |
DoSeR | 0.686 | 0.718 | 0.657 | ||
NeuPL | 0.696 | 0.732 | 0.663 | ||
GNED | 0.706 | 0.728 | 0.686 | ||
NCEL | 0.693 | 0.724 | 0.679 | ||
E2ENEL | 0.702 | 0.713 | 0.681 | ||
BOOTLEG | 0.689 | 0.709 | 0.673 | ||
EDEGE | 0.792 | 0.851 | 0.741 | ||
| |||||
ACE2004 | DBpedia | PBoH | 0.661 | 0.684 | 0.639 |
DoSeR | 0.680 | 0.705 | 0.657 | ||
NeuPL | 0.705 | 0.734 | 0.679 | ||
GNED | 0.732 | 0.762 | 0.705 | ||
NCEL | 0.724 | 0.753 | 0.701 | ||
E2ENEL | 0.718 | 0.741 | 0.698 | ||
BOOTLEG | 0.726 | 0.729 | 0.703 | ||
EDEGE | 0.824 | 0.832 | 0.817 |
To distinguish the proposed EDEGE method from baseline methods, the maximum value is bold in each column.