Table 7 |
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|
Results of E-A relation extraction (F1) |
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|
System |
Corefer |
Cross |
W-ANT |
Normal |
|
|
||||
|
(a) SVM |
NONE |
0.0 |
56.0 |
53.6 |
|
(b) SVM |
SYS |
27.9 |
57.0 |
54.3 |
|
(b′) SVM |
GOLD |
54.1 |
57.3 |
55.4 |
|
|
||||
|
(c) MLN |
NONE |
0.0 |
49.8 ( 0.0) |
53.2 |
|
(d) MLN |
FC |
0.0 |
51.5 (+1.7) |
53.7 |
|
(e) MLN |
FC+SiD |
0.0 |
54.6 (+4.8) |
53.3 |
|
(f) MLN |
FC+T |
36.7 |
51.7 (+1.9) |
53.7 |
|
(g) MLN |
FC+SiD+T |
39.3 |
56.5 (+6.7) |
54.3 |
|
(g′) MLN |
GOLD |
69.7 |
66.7 (+16.9) |
55.3 |
|
|
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|
“Coreference” options include without coreference information (NONE), with coreference resolver (SYS), with gold coreference annotations (GOLD), with Feature Copy (FC), with Salience in Discourse (SiD), and with Transitivity (T) |
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|
Yoshikawa et al. Journal of Biomedical Semantics 2011 2(Suppl 5):S6 doi:10.1186/2041-1480-2-S5-S6 |
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