Abstract: There are provided methods and apparatus for linguistic independent parsing and for dynamic learning in natural language systems. A parsing method for a natural language system includes the step of parsing an input phrase to identify at least one source phrase within the input phrase for which replacement phrase synonyms exist. The method further includes the step of substituting the replacement phrase synonyms in place of the identified at source phrase, in descending order by text length, to provide a modified input phrase. The method also includes the step of repeating the parsing and substituting steps until no more source phrases exist or a pre-specified number of times.

Abstract: A method, system, and computer program product are disclosed for automatically matching the profile of unstructured electronic documents to objective sets of criteria. The is accomplished by evaluating text in the documents, comparing it to a set of weighted keyword criteria, generating a rating based on adherence to the criteria, rating and categorizing the results, sorting and viewing the results based on user defined criteria. The rating may be assigned based on the number of keywords present in a document in relation to the average number of keywords present in a group of documents.

Abstract: A method, system, and computer program product are disclosed for automatically matching the profile of unstructured electronic documents to objective sets of criteria. The is accomplished by evaluating text in the documents, comparing it to a set of weighted keyword criteria, generating a rating based on adherence to the criteria, rating and categorizing the results, sorting and viewing the results based on user defined criteria.

Abstract: There are provided methods and apparatus for parsing and for self-learning in natural language systems. A parsing method for a natural language system includes the step of parsing an input phrase to identify at least one word or phrase in the input phrase for which synonyms exist. The method further includes the step of substituting the synonyms in place of the identified at least one word or phrase, in descending order by text length, to provide a modified input phrase. The method also includes the step of repeating the parsing and substituting steps one of until the synonyms no longer exist or a pre-specified number of times.

Abstract: A method, system, and computer program product are disclosed for automatically matching the profile of unstructured electronic documents to objective sets of criteria. The is accomplished by evaluating text in the documents, comparing it to a set of weighted keyword criteria, generating a rating based on adherence to the criteria, rating and categorizing the results, sorting and viewing the results based on user defined criteria. The rating may be assigned based on the number of keywords present in a document in relation to the average number of keywords present in a group of documents.

Abstract: A method, system, and computer program product are disclosed for automatically matching the profile of unstructured electronic documents to objective sets of criteria. The is accomplished by evaluating text in the documents, comparing it to a set of weighted keyword criteria, generating a rating based on adherence to the criteria, rating and categorizing the results, sorting and viewing the results based on user defined criteria.