Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  present a learning approach to the scenario template task of information extraction, where information filling one template could come from multiple sentences. When tested on the MUC-4 task, our learning approach achieves accuracy competitive to the best of the MUC-4 systems, which re all built with manually engineered rules. Our analysis reveals that our use of full parsing and state-of-the-art learning algorithms have contributed to the good performance. To our knowledge, this is the first research to have demonstrated that a learning approach to the full-scale information extraction task could achieve performance rivaling that of the knowledge engineering approach.
['Hai Leong Chieu', 'Hwee Tou Ng', 'Yoong Keok Lee']
I am writing a research paper on a idea Closing the Gap: Learning-Based Information Extraction Rivaling Knowledge-Engineering Methods
[{"from": "human", "value": "I am writing a research paper on a idea Closing the Gap: Learning-Based Information Extraction Rivaling Knowledge-Engineering Methods"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  present a learning approach to the scenario template task of information extraction, where information filling one template could come from multiple sentences. When tested on the MUC-4 task, our learning approach achieves accuracy competitive to the best of the MUC-4 systems, which re all built with manually engineered rules. Our analysis reveals that our use of full parsing and state-of-the-art learning algorithms have contributed to the good performance. To our knowledge, this is the first research to have demonstrated that a learning approach to the full-scale information extraction task could achieve performance rivaling that of the knowledge engineering approach."}]