Evaluation

F1 Score

F1 score is the harmonic mean of precision and recall. F1 balances false positives and false negatives. F1 is useful for evaluating QA and extraction. F1 ranges from 0 (worst) to 1 (perfect). F1 is more balanced than just accuracy. F1 is standard in information extraction. F1 provides detailed performance insight.