Research Article
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 |
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