Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Machine learning approaches for Information Extraction use different types of features to acquire semantically related terms from free text. These features may contain several kinds of linguistic knowledge: from orthographic or lexical to more complex features, like PoStags or syntactic dependencies.   select four main types of linguistic features and evaluate their performance in a systematic way. Despite the combination of some types of features allows us to improve the fscore of the extraction,  observed that by adjusting the positive and negative ratio of the training examples,  can build high quality classifiers with just a single type of linguistic feature, based on generic lexico-syntactic patterns. Experiments re performed on the Portuguese version of Wikipedia.
['Marcos Garcia', 'Pablo Gamallo']
I am writing a research paper on a idea Evaluating Various Linguistic Features on Semantic Relation Extraction
[{"from": "human", "value": "I am writing a research paper on a idea Evaluating Various Linguistic Features on Semantic Relation Extraction"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Machine learning approaches for Information Extraction use different types of features to acquire semantically related terms from free text. These features may contain several kinds of linguistic knowledge: from orthographic or lexical to more complex features, like PoStags or syntactic dependencies.   select four main types of linguistic features and evaluate their performance in a systematic way. Despite the combination of some types of features allows us to improve the fscore of the extraction,  observed that by adjusting the positive and negative ratio of the training examples,  can build high quality classifiers with just a single type of linguistic feature, based on generic lexico-syntactic patterns. Experiments re performed on the Portuguese version of Wikipedia."}]