{"valid": {"f1": 88.60759493670885, "recall": 95.31013615733737, "precision": 82.78580814717476, "summary": "              precision    recall  f1-score   support\n\n      entity       0.83      0.95      0.89       661\n\n   micro avg       0.83      0.95      0.89       661\n   macro avg       0.83      0.95      0.89       661\nweighted avg       0.83      0.95      0.89       661\n"}}