{"valid": {"f1": 83.39889850511409, "recall": 84.10028562361155, "precision": 82.70911360799002, "summary": "              precision    recall  f1-score   support\n\n      entity       0.83      0.84      0.83      3151\n\n   micro avg       0.83      0.84      0.83      3151\n   macro avg       0.83      0.84      0.83      3151\nweighted avg       0.83      0.84      0.83      3151\n"}}