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. 2018 Jun 13;19(Suppl 8):209. doi: 10.1186/s12859-018-2195-1

Table 1.

Deep learning based systems results on the DDI corpus for the DDI classification task (best results in italic)

Systems Approach P R F1
Sahu and Anand [24] Combined B-LSTM + AB-LSTM 73.41% 69.66% 71.48%
Liu et al. [17] Combined CNN + DCNN 78.24% 64.66% 70.81%
Sahu and Anand [24] B-LSTM 75.97% 65.57% 70.39%
Liu et al. [17] MCCNN 75.99% 65.25% 70.21%
Liu et al. [17] DCNN 77.21% 64.35% 70.19%
Liu et al. [15] CNN with MEDLINE word embedding 75.72% 64.66% 69.75%
Zhao et al. [21] Two-stage SCNN 72.5% 65.1% 68.6%
Zhao et al. [21] One-stage SCNN 69.1% 65.1% 67%
Sahu and Anand [24] AB-LSTM 67.85% 65.98% 66.9%
Suárez-Paniagua et al. [16] CNN with random word embedding 69.86% 56.1% 62.23%