RESULTS FOR BRISCOE AND CARROLL'S SYSTEM
Average results for the 30 verbs
Rank Accuracy: 80.10%
Type Precision: 75.29%
Type Recall: 67.13%
F Measure: 70.98
Average similarity values between the acquired (q)
and gold standard (p) SCF distributions:
Common Gold Joined
------------------------------------------
KL distance : 0.363 0.394 0.546
JS divergence : 0.079 0.080 0.122
cross entropy : 1.888 1.927 2.082
skew divergence : 0.351 0.356 0.505
rank correlation : 0.779 0.775 0.609
intersection : 1.000 0.991 0.606
Common = SCFs which occur in both
p and q are considered
Gold = only those SCFs which occur
in p are considered
Joined = SCFs which occur in either
p or q are considered
Results for the individual verbs
add
7 SCFs in both lexicon and gold standard
Rank Accuracy: 100.00%
Type Precision: 60.00%
Type Recall: 66.67%
F Measure: 63.16
Common Gold Joined
------------------------------------------
KL distance : 0.046 1.193 1.296
JS divergence : 0.012 0.057 0.093
cross entropy : 1.480 2.853 2.956
skew divergence : 0.045 0.509 0.611
rank correlation : 0.893 0.727 0.464
intersection : 1.000 0.875 0.500
agree
14 SCFs in both lexicon and gold-standard
Rank Accuracy: 80.00%
Type Precision: 85.71%
Type Recall: 42.86%
F Measure: 57.14
Common Gold Joined
------------------------------------------
KL distance : 0.543 0.535 0.645
JS divergence : 0.101 0.101 0.130
cross entropy : 2.625 2.612 2.727
skew divergence : 0.519 0.512 0.618
rank correlation : 0.824 0.824 0.529
intersection : 1.000 1.000 0.683
attach
5 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 42.86%
Type Recall: 60.00%
F Measure: 50.00
Common Gold Joined
------------------------------------------
KL distance : 0.353 0.354 0.543
JS divergence : 0.094 0.094 0.150
cross entropy : 0.993 0.994 1.183
skew divergence : 0.346 0.347 0.532
rank correlation : 0.800 0.800 0.612
intersection : 1.000 1.000 0.526
bring
11 SCFs in both lexicon and gold-standard
Rank Accuracy: 57.14%
Type Precision: 63.64%
Type Recall: 63.64%
F Measure: 63.64
Common Gold Joined
------------------------------------------
KL distance : 1.347 1.340 1.482
JS divergence : 0.270 0.270 0.298
cross entropy : 3.131 3.121 3.266
skew divergence : 1.286 1.280 1.412
rank correlation : 0.433 0.433 0.491
intersection : 1.000 1.000 0.611
carry
11 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 75.00%
Type Recall: 81.82%
F Measure: 78.26
Common Gold Joined
------------------------------------------
KL distance : 0.518 0.513 0.578
JS divergence : 0.122 0.122 0.139
cross entropy : 1.932 1.926 1.992
skew divergence : 0.504 0.499 0.562
rank correlation : 0.572 0.572 0.662
intersection : 1.000 1.000 0.579
carve
12 SCFs in both lexicon and gold-standard
Rank Accuracy: 85.71%
Type Precision: 100.00%
Type Recall: 58.33%
F Measure: 73.68
Common Gold Joined
------------------------------------------
KL distance : 0.138 0.141 0.154
JS divergence : 0.038 0.038 0.043
cross entropy : 1.778 1.782 1.794
skew divergence : 0.135 0.138 0.151
rank correlation : 0.920 0.920 0.811
intersection : 1.000 1.000 0.889
chop
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 95.24%
Type Precision: 70.00%
Type Recall: 77.78%
F Measure: 73.68
Common Gold Joined
------------------------------------------
KL distance : 0.226 0.226 0.366
JS divergence : 0.051 0.051 0.095
cross entropy : 1.876 1.876 2.017
skew divergence : 0.220 0.220 0.358
rank correlation : 0.845 0.845 0.717
intersection : 1.000 1.000 0.621
cling
6 SCFs in both lexicon and gold-standard
Rank Accuracy: 100.00%
Type Precision: 37.50%
Type Recall: 50.00%
F Measure: 42.86
Common Gold Joined
------------------------------------------
KL distance : 0.222 0.221 0.772
JS divergence : 0.063 0.063 0.224
cross entropy : 0.823 0.822 1.373
skew divergence : 0.218 0.217 0.758
rank correlation : 0.986 0.986 0.163
intersection : 1.000 1.000 0.571
clip
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 85.71%
Type Precision: 87.50%
Type Recall: 77.78%
F Measure: 82.35
Common Gold Joined
------------------------------------------
KL distance : 0.220 0.220 0.265
JS divergence : 0.053 0.053 0.067
cross entropy : 1.886 1.886 1.931
skew divergence : 0.214 0.214 0.259
rank correlation : 0.848 0.848 0.772
intersection : 1.000 1.000 0.720
communicate
8 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 80.00%
Type Recall: 40.00%
F Measure: 53.33
Common Gold Joined
------------------------------------------
KL distance : 0.484 0.577 0.743
JS divergence : 0.101 0.106 0.154
cross entropy : 1.900 2.063 2.230
skew divergence : 0.461 0.510 0.670
rank correlation : 0.790 0.853 0.305
intersection : 1.000 0.889 0.457
cut
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 76.19%
Type Precision: 100.00%
Type Recall: 77.78%
F Measure: 87.50
Common Gold Joined
------------------------------------------
KL distance : 0.224 0.224 0.263
JS divergence : 0.050 0.050 0.063
cross entropy : 2.072 2.072 2.112
skew divergence : 0.218 0.218 0.256
rank correlation : 0.820 0.820 0.831
intersection : 1.000 1.000 0.600
drag
10 SCFs in both lexicon and gold-standard
Rank Accuracy: 86.11%
Type Precision: 69.23%
Type Recall: 90.00%
F Measure: 78.26
Common Gold Joined
------------------------------------------
KL distance : 0.822 0.831 0.899
JS divergence : 0.157 0.158 0.177
cross entropy : 2.672 2.685 2.749
skew divergence : 0.785 0.794 0.858
rank correlation : 0.714 0.714 0.649
intersection : 1.000 1.000 0.556
fly
10 SCFs in both lexicon and gold-standard
Rank Accuracy: 92.86%
Type Precision: 80.00%
Type Recall: 80.00%
F Measure: 80.00
Common Gold Joined
------------------------------------------
KL distance : 0.252 0.252 0.327
JS divergence : 0.052 0.052 0.076
cross entropy : 2.159 2.159 2.234
skew divergence : 0.244 0.244 0.318
rank correlation : 0.894 0.894 0.788
intersection : 1.000 1.000 0.667
give
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 90.00%
Type Precision: 62.50%
Type Recall: 55.56%
F Measure: 58.82
Common Gold Joined
------------------------------------------
KL distance : 0.505 0.388 0.733
JS divergence : 0.122 0.117 0.185
cross entropy : 1.793 1.649 2.021
skew divergence : 0.493 0.378 0.715
rank correlation : 0.749 0.749 0.497
intersection : 1.000 1.000 0.545
lend
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 80.00%
Type Precision: 83.33%
Type Recall: 55.56%
F Measure: 66.67
Common Gold Joined
------------------------------------------
KL distance : 0.585 0.590 0.809
JS divergence : 0.126 0.126 0.186
cross entropy : 2.092 2.098 2.316
skew divergence : 0.567 0.572 0.785
rank correlation : 0.928 0.928 0.596
intersection : 1.000 1.000 0.581
lock
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 57.14%
Type Precision: 100.00%
Type Recall: 77.78%
F Measure: 87.50
Common Gold Joined
------------------------------------------
KL distance : 0.617 0.615 0.642
JS divergence : 0.134 0.133 0.141
cross entropy : 2.264 2.261 2.289
skew divergence : 0.596 0.594 0.620
rank correlation : 0.644 0.644 0.796
intersection : 1.000 1.000 0.720
marry
7 SCFs in both lexicon and gold-standard
Rank Accuracy: 83.33%
Type Precision: 80.00%
Type Recall: 50.00%
F Measure: 61.54
Common Gold Joined
------------------------------------------
KL distance : 0.171 -0.086 0.586
JS divergence : 0.038 0.042 0.165
cross entropy : 1.130 0.849 1.545
skew divergence : 0.167 -0.086 0.574
rank correlation : 0.800 0.800 0.499
intersection : 1.000 1.000 0.483
meet
9 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 60.00%
Type Recall: 33.33%
F Measure: 42.86
Common Gold Joined
------------------------------------------
KL distance : 0.170 0.171 0.482
JS divergence : 0.045 0.045 0.142
cross entropy : 1.027 1.028 1.340
skew divergence : 0.167 0.168 0.474
rank correlation : 0.817 0.817 0.317
intersection : 1.000 1.000 0.581
mix
10 SCFs in both lexicon and gold-standard
Rank Accuracy: 85.71%
Type Precision: 88.89%
Type Recall: 80.00%
F Measure: 84.21
Common Gold Joined
------------------------------------------
KL distance : 0.127 0.126 0.181
JS divergence : 0.032 0.032 0.049
cross entropy : 1.860 1.858 1.914
skew divergence : 0.124 0.123 0.177
rank correlation : 0.914 0.914 0.782
intersection : 1.000 1.000 0.690
move
13 SCFs in both lexicon and gold-standard
Rank Accuracy: 86.11%
Type Precision: 100.00%
Type Recall: 69.23%
F Measure: 81.82
Common Gold Joined
------------------------------------------
KL distance : 0.361 0.359 0.394
JS divergence : 0.067 0.067 0.077
cross entropy : 2.460 2.455 2.493
skew divergence : 0.344 0.341 0.376
rank correlation : 0.784 0.784 0.744
intersection : 1.000 1.000 0.812
offer
7 SCFs in both lexicon and gold-standard
Rank Accuracy: 90.00%
Type Precision: 71.43%
Type Recall: 71.43%
F Measure: 71.43
Common Gold Joined
------------------------------------------
KL distance : 0.068 0.064 0.229
JS divergence : 0.013 0.013 0.066
cross entropy : 1.441 1.436 1.603
skew divergence : 0.065 0.061 0.224
rank correlation : 0.821 0.821 0.696
intersection : 1.000 1.000 0.519
provide
10 SCFs in both lexicon and gold-standard
Rank Accuracy: 100.00%
Type Precision: 66.67%
Type Recall: 40.00%
F Measure: 50.00
Common Gold Joined
------------------------------------------
KL distance : 0.215 0.212 0.404
JS divergence : 0.039 0.039 0.098
cross entropy : 1.393 1.390 1.581
skew divergence : 0.204 0.202 0.389
rank correlation : 0.839 0.839 0.134
intersection : 1.000 1.000 0.588
push
13 SCFs in both lexicon and gold-standard
Rank Accuracy: 80.56%
Type Precision: 69.23%
Type Recall: 64.29%
F Measure: 66.67
Common Gold Joined
------------------------------------------
KL distance : 0.613 0.702 0.779
JS divergence : 0.134 0.139 0.159
cross entropy : 2.543 2.681 2.761
skew divergence : 0.593 0.638 0.713
rank correlation : 0.812 0.784 0.509
intersection : 1.000 0.963 0.650
sail
7 SCFs in both lexicon and gold-standard
Rank Accuracy: 95.24%
Type Precision: 63.64%
Type Recall: 100.00%
F Measure: 77.78
Common Gold Joined
------------------------------------------
KL distance : 0.036 0.035 0.180
JS divergence : 0.009 0.009 0.057
cross entropy : 1.503 1.502 1.647
skew divergence : 0.035 0.034 0.178
rank correlation : 0.955 0.955 0.769
intersection : 1.000 1.000 0.483
send
13 SCFs in both lexicon and gold-standard
Rank Accuracy: 70.91%
Type Precision: 78.57%
Type Recall: 84.62%
F Measure: 81.48
Common Gold Joined
------------------------------------------
KL distance : 0.573 0.562 0.602
JS divergence : 0.122 0.122 0.131
cross entropy : 2.857 2.837 2.886
skew divergence : 0.551 0.541 0.580
rank correlation : 0.752 0.752 0.799
intersection : 1.000 1.000 0.703
slice
10 SCFs in both lexicon and gold-standard
Rank Accuracy: 80.00%
Type Precision: 66.67%
Type Recall: 60.00%
F Measure: 63.16
Common Gold Joined
------------------------------------------
KL distance : 0.209 0.207 0.316
JS divergence : 0.049 0.049 0.083
cross entropy : 1.953 1.950 2.060
skew divergence : 0.203 0.201 0.308
rank correlation : 0.756 0.756 0.633
intersection : 1.000 1.000 0.741
supply
6 SCFs in both lexicon and gold-standard
Rank Accuracy: 70.00%
Type Precision: 83.33%
Type Recall: 83.33%
F Measure: 83.33
Common Gold Joined
------------------------------------------
KL distance : 0.225 0.217 0.294
JS divergence : 0.044 0.044 0.066
cross entropy : 1.540 1.531 1.609
skew divergence : 0.216 0.209 0.284
rank correlation : 0.771 0.771 0.739
intersection : 1.000 1.000 0.429
swing
12 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 100.00%
Type Recall: 83.33%
F Measure: 90.91
Common Gold Joined
------------------------------------------
KL distance : 0.650 0.649 0.688
JS divergence : 0.129 0.129 0.139
cross entropy : 2.841 2.838 2.879
skew divergence : 0.625 0.623 0.661
rank correlation : 0.615 0.615 0.827
intersection : 1.000 1.000 0.727
travel
11 SCFs in both lexicon and gold-standard
Rank Accuracy: 75.00%
Type Precision: 80.00%
Type Recall: 72.73%
F Measure: 76.19
Common Gold Joined
------------------------------------------
KL distance : 0.261 0.259 0.377
JS divergence : 0.054 0.054 0.090
cross entropy : 2.012 2.010 2.129
skew divergence : 0.252 0.251 0.367
rank correlation : 0.679 0.679 0.629
intersection : 1.000 1.000 0.647
visit
4 SCFs in both lexicon and gold-standard
Rank Accuracy: 66.67%
Type Precision: 60.00%
Type Recall: 75.00%
F Measure: 66.67
Common Gold Joined
------------------------------------------
KL distance : 0.127 0.118 0.352
JS divergence : 0.039 0.039 0.112
cross entropy : 0.597 0.593 0.823
skew divergence : 0.125 0.116 0.347
rank correlation : 0.400 0.400 0.524
intersection : 1.000 1.000 0.296