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Table 3 Four Way Cross-Validation Sentence Classification Results on Structured Abstracts: Using SVMs

From: Sentence retrieval for abstracts of randomized controlled trials

  With no windowed features With windowed features
  Accuracy = 82.88% Accuracy = 84.82%
  Precision Recall F-score Precision Recall F-score
Aim 0.84 0.77 0.80 0.86 0.80 0.83
Method 0.83 0.88 0.86 0.86 0.89 0.87
Results 0.85 0.87 0.86 0.85 0.89 0.87
Conclusion 0.76 0.68 0.72 0.79 0.72 0.75
  1. Sentence classification using SVMs into four major rhetorical roles. Results report using 15-fold cross validation for a system that uses no windowed features versus a system that uses windowed