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Table 7 Detailed performance results achieved by the proposed MLTrigNer and the other leading trigger recognition systems, respectively

From: Multiple-level biomedical event trigger recognition with transfer learning

Trigger Recognition System Precision Recall F1-Measure
Our MLTrigNer system 83.31 79.40 81.31
SVM-based System [10] 81.44 69.48 75.67
SVM-based System [13] 75.56 81.29 78.32
Neural Network based System [14] 71.04 84.60 77.23
CNN-based System [15] 80.67 76.76 78.67
RNN-based System [16] 79.78 78.45 79.11
  1. In these results, the best F1 value of our MLTrigNer system is marked in bold