From: Long short-term memory RNN for biomedical named entity recognition
Systems | Dim. | GM (P/R/F1 score) | JNLPBA (P/R/F1 score) |
---|---|---|---|
LSTM-RNN | |||
+SENNA | 50 | 83.87/80.46/82.13 | 67.50/72.52/69.92 |
+Biomedical | 50 | 85.85/84.09/84.96 | 70.69/74.80/72.69 |
300 | 83.90/82.80/83.35 | 69.19/72.56/70.83 | |
+Biomedical | 300 | 86.66/85.58/86.12 | 70.34/74.96/72.58 |
+Random | 300 | 83.63/76.56/79.94 | 66.96/71.46/69.13 |
BLSTM-RNN | |||
+SENNA | 50 | 84.29/79.83/82.00 | 67.00/71.60/69.22 |
+Biomedical | 50 | 88.42/82.63/85.43 | 71.04/74.45/72.71 |
300 | 85.02/82.04/83.50 | 68.59/73.99/71.19 | |
+Biomedical | 300 | 87.85/85.29/86.55 | 71.24/76.53/73.79 |
+Random | 300 | 82.87/77.65/80.18 | 68.43/70.98/69.68 |