{"valid": {"f1": 85.31864673485444, "recall": 86.03617899079657, "precision": 84.61298377028714, "summary": "              precision    recall  f1-score   support\n\n      entity       0.85      0.86      0.85      3151\n\n   micro avg       0.85      0.86      0.85      3151\n   macro avg       0.85      0.86      0.85      3151\nweighted avg       0.85      0.86      0.85      3151\n"}}