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Table 8 Evaluation results for the Chemical Exposure Assessment (CEA) text classification task

From: BioVerbNet: a large semantic-syntactic classification of verbs in biomedicine

  Document classification Sentence classification
Model Precision Recall F1 Precision Recall F1
Baseline (no retrofitting) 89.5 87.1 88.3 66.2 62.8 64.5
22-classes retrofitted 89.9 87.5 88.7* 67.3 62.1 64.6
117-subclasses retrofitted 89.2 88.6 88.9* 66.3 60.3 63.2*
  1. Baseline model is a skip-gram model without any retrofitting. All figures are micro-averages expressed as percentages (Bold denotes the best F1-score, * denotes statistically significant scores with respect to the baseline)