Table 1. Comparison of proposed approach with EMU approach on benchmark datasets.
Corpus | EMU: Without sequence filter | Our baseline approach: Co-occurrence only | Our approach: Without sequence filter | EMU: With sequence filter | Our full approach: With sequence filter |
---|---|---|---|---|---|
PCA Precision | 0.39 (151, 237) | 0.37 (154, 263) | 0.75 (132, 42) | 0.59 (127, 89) | 0.82 (144, 32) |
Recall | 0.80 (151, 37) | 0.82 (154, 34) | 0.70 (132, 56) | 0.66 (127, 61) | 0.77 (144, 44) |
F-measure | 0.52 | 0.51 | 0.724 | 0.62 | 0.794 |
BCA Precision | 0.34 (242, 470) | 0.33 (252, 504) | 0.738 (206, 73) | 0.61 (193, 121) | 0.742 (207, 72) |
Recall | 0.85 (242, 42) | 0.89 (252, 32) | 0.725 (206, 78) | 0.68 (193, 91) | 0.73 (207, 77) |
F-measure | 0.49 | 0.49 | 0.73 | 0.64 | 0.74 |