A deep collective Entity Linking model for entity disambiguation
Global model tf records example 1
[words:] (President Obama) and his wife (Michelle) handed out (Halloween) treats to area children and military families at the (White House Sunday) evening
[entities:] (x x ) x x x (enid_2) x x (enid_3) x x x x x x x x x (enid_4 enid_4 enid_4) x
[mask_index:] 0
[begin_span:] [0, 5, 8, 18]
[end_span:] [1, 5, 8, 20]
Global model tf records example 2
[words:] (President Obama) and his wife (Michelle) handed out (Halloween) treats to area children and military families at the (White House Sunday) evening
[entities:] (x_x_x x_x_x) x_x_x x_x_x x_x_x (e1_e2_e3) x_x_x x_x_x (e4_e5_e6) x_x_x x_x_x x_x_x x_x_x x_x_x x_x_x x_x_x x_x_x x_x_x (e7_e8_e9 e7_e8_e9 e7_e8_e9) x_x_x
[mask_index:] 0
[begin_span:] [0, 5, 8, 18]
[end_span:] [1, 5, 8, 20]
x_x_x: string type, default entity ids
e1_e2_e3: string type, top3 ids predicted by local model
Global model tf records example 3
[words:] (President Obama) and his wife (Michelle) handed out (Halloween) treats to area children and military families at the (White House Sunday) evening
[entities:] (x x ) x x x (e1) x x (e4) x x x x x x x x x (e7 e7 e7) x
[entities_1:] (x x ) x x x (e2) x x (e5) x x x x x x x x x (e8 e8 e8) x
[entities_2:] (x x ) x x x (e3) x x (e6) x x x x x x x x x (e9 e9 e9) x
[mask_index:] 0
[begin_span:] [0, 5, 8, 18]
[end_span:] [1, 5, 8, 20]
entities, entities_1, entities_2: same type with example 1