Table 3.
Development set | Testing set | |||||
---|---|---|---|---|---|---|
Features | Pre | Rec | F-scr | Pre | Rec | F-scr |
BANNER setup | 85.59 | 72.74 | 78.64 | 88.2 | 80.74 | 84.31 |
Baseline | 84.40 | 77.34 | 80.71 | 79.81 | 63.16 | 70.51 |
Baseline + Brown 300 | 84.6 | 78.47 | 81.42 | 88.67 | 81.17 | 84.75 |
Baseline + Brown 1000 | 84.6 | 79.34 | 81.89 | 88.71 | 81.39 | 84.89 |
Baseline + Brown 1000 + WVC 1000 | 85.25 | 80.3 | 82.7 | 88.79 | 81.45 | 84.96 |
Baseline + Brown 1000 + Brown 300 | 84.76 | 79.46 | 82.03 | 89.1 | 81.54 | 85.2 |
Baseline + Brown 1000 + WVC 300 | 84.98 | 80.07 | 82.45 | 88.65 | 82.13 | 85.26 |
Baseline + Brown 1000 + WVC 500 | 85.32 | 79.92 | 82.53 | 88.77 | 82.42 | 85.48 |
Baseline + Brown 1000 + WVC 500 + WVC 300 | 85.58 | 80.1 | 82.75 | 88.57 | 82.6 | 85.48 |
Baseline + Brown 1000 + WVC 500 + WVC 1000 | 85.28 | 80.28 | 82.7 | 88.8 | 82.6 | 85.59 |
Baseline + Brown 1000 + WVC 500 + WVC 300 + WVC 1000 | 84.89 | 80.35 | 82.56 | 88.9 | 82.68 | 85.68 |
Feature groups are separated by (+). The parameters followed Brown and WVC are the number of classes induced in each model. Pre: Precision, Rec: Recall, F-scr: F-score.