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In the framework of this research, we focus on describing the algorithm to collect, process information in natural language to turn it into semantic annotations based on ontology, patterns and the knowledge ground in sport. This paper will concentrate to solve the problem of enhancing the named entities recognition by developing ontology and enriching the knowledge base for the recognition engine. Besides this, it is at the same time solving the problem of semantic recognition in texts using ontology-based patterns, harnessing the power of ontology in identifying synonyms, aliases.
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