{"valid": {"f1": 82.38787310517269, "recall": 83.65598222786417, "precision": 81.1576354679803, "summary": "              precision    recall  f1-score   support\n\n      entity       0.81      0.84      0.82      3151\n\n   micro avg       0.81      0.84      0.82      3151\n   macro avg       0.81      0.84      0.82      3151\nweighted avg       0.81      0.84      0.82      3151\n"}}