Table 9 shows the results (F1 measure) of the two SVM classifiers (author and top source levels, as well as their average) running on both the original and the corrected versions of the gold standard. For a more meaningful comparison with our system, we also computed De Facto's performance on these two source levels. The results are shown in Table 10, where we also added, as a reference point, the figures obtained from evaluating De Facto on all source levels (corresponding to the F1 rows in Table 8).

Table 9

Baseline performance (F1 measures).


CT+
CT−
PR+
PS+
Uu
Macro-A
Micro-A
Original parses
 
Author
 
0.88
 
0.53
 
0.07
 
0.29
 
0.75
 
0.53
 
0.83
 
Top sources
 
0.92
 
0.69
 
0.51
 
0.50
 
0.57
 
0.66
 
0.86
 
Average
 
0.90
 
0.61
 
0.29
 
0.39
 
0.66
 
0.59
 
0.84
 
Corrected parses
 
Author
 
0.88
 
0.54
 
0.07
 
0.27
 
0.77
 
0.53
 
0.83
 
Top sources
 
0.92
 
0.67
 
0.50
 
0.50
 
0.51
 
0.64
 
0.85
 
Average 0.90 0.61 0.28 0.38 0.64 0.58 0.84 

CT+
CT−
PR+
PS+
Uu
Macro-A
Micro-A
Original parses
 
Author
 
0.88
 
0.53
 
0.07
 
0.29
 
0.75
 
0.53
 
0.83
 
Top sources
 
0.92
 
0.69
 
0.51
 
0.50
 
0.57
 
0.66
 
0.86
 
Average
 
0.90
 
0.61
 
0.29
 
0.39
 
0.66
 
0.59
 
0.84
 
Corrected parses
 
Author
 
0.88
 
0.54
 
0.07
 
0.27
 
0.77
 
0.53
 
0.83
 
Top sources
 
0.92
 
0.67
 
0.50
 
0.50
 
0.51
 
0.64
 
0.85
 
Average 0.90 0.61 0.28 0.38 0.64 0.58 0.84 
Table 10

De Facto performance (F1 measures).


CT+
CT−
PR+
PS+
Uu
Macro-A
Micro-A
Original parses
 
All sources
 
0.85
 
0.75
 
0.46
 
0.59
 
0.75
 
0.70
 
0.80
 
Author
 
0.88
 
0.88 ***
 
0.67 ***
 
0.33
 
0.78
 
0.73 ***
 
0.84 *
 
Top sources
 
0.90
 
0.79 *
 
0.33 *
 
0.66 **
 
0.58
 
0.67
 
0.84
 
Average
 
0.89
 
0.84 ***
 
0.50 **
 
0.50 *
 
0.68
 
0.70 ***
 
0.84
 
Corrected parses
 
All sources
 
0.89
 
0.82
 
0.55
 
0.61
 
0.81
 
0.74
 
0.85
 
Author
 
0.90
 
0.91 ***
 
0.67 ***
 
0.35
 
0.84 **
 
0.75 ***
 
0.88 *
 
Top sources
 
0.93
 
0.85 **
 
0.53
 
0.67 **
 
0.65 *
 
0.74 *
 
0.88
 
Average 0.92 0.88 *** 0.60 *** 0.51 * 0.75 * 0.75 *** 0.88 ** 

CT+
CT−
PR+
PS+
Uu
Macro-A
Micro-A
Original parses
 
All sources
 
0.85
 
0.75
 
0.46
 
0.59
 
0.75
 
0.70
 
0.80
 
Author
 
0.88
 
0.88 ***
 
0.67 ***
 
0.33
 
0.78
 
0.73 ***
 
0.84 *
 
Top sources
 
0.90
 
0.79 *
 
0.33 *
 
0.66 **
 
0.58
 
0.67
 
0.84
 
Average
 
0.89
 
0.84 ***
 
0.50 **
 
0.50 *
 
0.68
 
0.70 ***
 
0.84
 
Corrected parses
 
All sources
 
0.89
 
0.82
 
0.55
 
0.61
 
0.81
 
0.74
 
0.85
 
Author
 
0.90
 
0.91 ***
 
0.67 ***
 
0.35
 
0.84 **
 
0.75 ***
 
0.88 *
 
Top sources
 
0.93
 
0.85 **
 
0.53
 
0.67 **
 
0.65 *
 
0.74 *
 
0.88
 
Average 0.92 0.88 *** 0.60 *** 0.51 * 0.75 * 0.75 *** 0.88 ** 

* p ≤ 0.05

** p ≤ 0.01

*** p ≤ 0.001

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