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Natural language processing utilizing logical tree structures and propagation of knowledge through logical parse tree structures

机译:利用逻辑树结构进行自然语言处理,并通过逻辑解析树结构传播知识

摘要

Mechanisms are provided for processing logical relationships in natural language content. Natural language content is received,upon which a reasoning operation is to be performed. A first parse representation of the natural language content is generated, by a parser, by performing natural language processing on the natural language content. A logical parse of the first parse is generated by identifying latent logical operators within the first parse indicative of logical relationships between elements of the natural language content. A reasoning operation on the logical parse is executed to generate a knowledge output indicative of knowledge associated with one or more of the logical relationships between elements of the natural language content. The logical parse comprises nodes and edges linking nodes. At least one knowledge value is associated with each node in the logical parse. The at least one knowledge value of at least a subset of the nodes in the logical parse is propagated to one or more other nodes in the logical parse based on propagation rules.
机译:提供了用于处理自然语言内容中的逻辑关系的机制。接收自然语言内容,随后将执行推理操作。解析器通过对自然语言内容执行自然语言处理来生成自然语言内容的第一解析表示。通过识别表示自然语言内容的元素之间的逻辑关系的第一解析内的潜在逻辑运算符,来生成第一解析的逻辑解析。执行对逻辑解析的推理操作以生成知识输出,该知识输出指示与自然语言内容的元素之间的一个或多个逻辑关系相关联的知识。逻辑分析包括节点和链接节点的边。逻辑解析中的每个节点至少关联一个知识值。基于传播规则,将逻辑解析中的节点的至少一个子集的至少一个知识值传播到逻辑解析中的一个或多个其他节点。

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