Natural language processing utilizing transaction based knowledge representation
First Claim
1. An apparatus comprising:
- a processor; and
a memory coupled to the processor, wherein the memory comprises instructions which, when executed by the processor, cause the processor to;
generate a logical parse hierarchical representation of a first parse of the natural language content by identifying latent logical terms within the first parse indicative of logical relationships between elements of the natural language content, wherein the logical parse hierarchical representation comprises nodes and edges linking nodes;
associate at least one knowledge value with each node in the logical parse hierarchical representation;
propagate the at least one knowledge value associated with at least a subset of the nodes in the logical parse hierarchical representation to one or more other nodes in the logical parse hierarchical representation based on propagation rules, wherein the propagating of the at least one knowledge value generates transaction records in a transaction knowledgebase data structure; and
perform a reasoning operation based on the transaction knowledgebase data structure, wherein the at least one knowledge value associated with each node in the logical parse hierarchical representation comprises a knowledge tuple having one or more supporting evidence measure knowledge values and a relevance knowledge value.
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Abstract
Mechanisms are provided for processing logical relationships in natural language content. A logical parse of a first parse of the natural language content is generated by identifying latent logical terms within the first parse indicative of 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 associated with 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. The propagating of the at least one knowledge value generates transaction records in a transaction knowledgebase data structure. A reasoning operation is executed based on the transaction knowledgebase data structure.
35 Citations
20 Claims
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1. An apparatus comprising:
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a processor; and a memory coupled to the processor, wherein the memory comprises instructions which, when executed by the processor, cause the processor to; generate a logical parse hierarchical representation of a first parse of the natural language content by identifying latent logical terms within the first parse indicative of logical relationships between elements of the natural language content, wherein the logical parse hierarchical representation comprises nodes and edges linking nodes; associate at least one knowledge value with each node in the logical parse hierarchical representation; propagate the at least one knowledge value associated with at least a subset of the nodes in the logical parse hierarchical representation to one or more other nodes in the logical parse hierarchical representation based on propagation rules, wherein the propagating of the at least one knowledge value generates transaction records in a transaction knowledgebase data structure; and perform a reasoning operation based on the transaction knowledgebase data structure, wherein the at least one knowledge value associated with each node in the logical parse hierarchical representation comprises a knowledge tuple having one or more supporting evidence measure knowledge values and a relevance knowledge value. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. An apparatus comprising:
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a processor; and a memory coupled to the processor, wherein the memory comprises instructions which, when executed by the processor, cause the processor to; generate a logical parse hierarchical representation of a first parse of the natural language content by identifying latent logical terms within the first parse indicative of logical relationships between elements of the natural language content, wherein the logical parse hierarchical representation comprises nodes and edges linking nodes; associate at least one knowledge value with each node in the logical parse hierarchical representation; propagate the at least one knowledge value associated with at least a subset of the nodes in the logical parse hierarchical representation to one or more other nodes in the logical parse hierarchical representation based on propagation rules, wherein the propagating of the at least one knowledge value generates transaction records in a transaction knowledgebase data structure; and perform a reasoning operation based on the transaction knowledgebase data structure, wherein the instructions further cause the processor to perform a reasoning operation based on the transaction knowledgebase data structure at least by determining a current state of a node in the hierarchical representation by retrieving a most recent transaction that affected the node from the transaction knowledgebase data structure. - View Dependent Claims (10, 11, 12, 13, 14, 15)
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9. An apparatus comprising:
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a processor; and a memory coupled to the processor, wherein the memory comprises instructions which, when executed by the processor, cause the processor to; generate a logical parse hierarchical representation of a first parse of the natural language content by identifying latent logical terms within the first parse indicative of logical relationships between elements of the natural language content, wherein the logical parse hierarchical representation comprises nodes and edges linking nodes; associate at least one knowledge value with each node in the logical parse hierarchical representation; propagate the at least one knowledge value associated with at least a subset of the nodes in the logical parse hierarchical representation to one or more other nodes in the logical parse hierarchical representation based on propagation rules, wherein the propagating of the at least one knowledge value generates transaction records in a transaction knowledgebase data structure; and perform a reasoning operation based on the transaction knowledgebase data structure, wherein the instructions further cause the processor to perform a reasoning operation based on the transaction knowledgebase data structure at least by analyzing the transaction knowledgebase data structure to identify individual contributions to the transaction knowledgebase data structure by a specific knowledge reasoner based on the transaction records stored in the transaction knowledgebase data structure. - View Dependent Claims (16, 17, 18, 19, 20)
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Specification