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EXTRACTION OF SEMANTIC RELATIONS USING DISTRIBUTIONAL RELATION DETECTION

机译:使用分布关系检测提取语义关系

摘要

According to an aspect, a pair of related entities that includes a first entity and a second entity is received. Distributional relations are detected between the first entity and the second entity. The detecting includes identifying two sets of entities in a corpus, the first set including the first entity and at least one other entity that is semantically similar to the first entity, and the second set including the second entity and at least one other entity that is semantically similar to the second entity. Semantic relations are detected between entities in the first set and entities in the second set. A relation classifier is trained using the pair of related entities and detected semantic relations. The relation classifier model is applied to a new pair of entities to determine a likelihood of a semantic relation between the entities in the new pair of entities.
机译:根据一方面,接收包括第一实体和第二实体的一对相关实体。在第一实体和第二实体之间检测分布关系。该检测包括识别语料库中的两组实体,第一组包括第一实体和至少一个在语义上类似于第一实体的其他实体,第二组包括第二实体和至少一个其他实体,即在语义上类似于第二个实体。在第一组实体和第二组实体之间检测语义关系。使用一对相关实体和检测到的语义关系来训练关系分类器。关系分类器模型被应用于新的一对实体,以确定在新的一对实体中的实体之间的语义关系的可能性。

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