{"valid": {"f1": 88.28070175438596, "recall": 95.15885022692889, "precision": 82.32984293193716, "summary": "              precision    recall  f1-score   support\n\n      entity       0.82      0.95      0.88       661\n\n   micro avg       0.82      0.95      0.88       661\n   macro avg       0.82      0.95      0.88       661\nweighted avg       0.82      0.95      0.88       661\n"}}