Distant Supervision for Relation Extraction with Sentence Selection and Interaction Representation

Table 4

F1 and P@N for our proposed methods and baselines.

P@N (%)	100	200	300	Mean	F1 (%)
Mintz	51.82	50.00	44.84	48.88	24.29
MultiR	70.30	65.17	61.79	65.76	27.48
MIML	70.90	62.86	60.97	64.91	25.31
PCNN+ATT	76.24	71.14	69.10	72.16	42.57
PCNN+ATT + RL	81.19	77.11	73.75	77.35	44.29
PCNN+ATT + SS	80.20	72.14	70.43	74.26	44.85
PCNN+ATT + IR	78.22	75.12	72.09	75.15	44.01
PCNN+ATT + SS + IR	82.19	78.61	72.09	77.63	46.90
CNN + ATT	76.24	70.65	66.45	71.11	38.29
CNN + ATT + SS	76.24	71.64	66.78	71.55	42.34
CNN + ATT + IR	77.23	73.63	68.77	73.21	43.48
CNN + ATT + SS + IR	80.20	74.63	67.77	74.20	46.39
BiLSTM+ATT	75.25	69.65	64.45	69.78	42.21
BiLSTM +ATT + SS	83.16	73.63	69.43	75.41	43.94
BiLSTM +ATT + IR	76.24	73.13	73.09	74.15	44.13
BiLSTM +ATT + SS + IR	82.18	75.12	69.43	75.58	45.23