Dynamic Portmanteau Word Semantic Identification

• US 20170060849A1
• Filed: 09/02/2015
• Published: 03/02/2017
• Est. Priority Date: 09/02/2015
• Status: Active Grant

• Current Assignee: International Business Machines Corporation
• Original Assignee: International Business Machines Corporation
• Inventors: Murgai, Sorabh, Allen, Corville O., Chung, Albert A., Freed, Andrew R.
• Granted Patent: US 9,852,124 B2
• Time in Patent Office: Days
• US Class Current: 1/1
• CPC Class Codes: G06F 40/268 Morphological analysis
• CPC Class Codes: G06F 40/30 Semantic analysis

Abstract

An approach is provided to discover new portmanteau, such as when ingesting documents into a question answering (QA) system. The approach works by analyzing a words included in electronic documents and identifies words as being possible portmanteaus. To analyze a portmanteau found in a document, the approach identifies morphemes that are included in the identified portmanteau and candidate words that correspond to each of the identified morphemes. A meaning for the new portmanteau is then derived from the meanings of the candidate word meanings.

Claims

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9. An information handling system comprising:

one or more processors;

one or more data stores accessible by at least one of the processors;

a display accessible by at least one of the processors;

a memory coupled to at least one of the processors; and

a set of computer program instructions stored in the memory and executed by at least one of the processors in order to perform actions of;

analyzing a plurality of words included in a plurality of electronic documents, wherein the analysis identifies at least one of the plurality of words as being a portmanteau;

identifying a plurality of morphemes included in the identified portmanteau and one or more candidate words that correspond to each of the identified morphemes, wherein each of the candidate words has a candidate word meaning; and

deriving a portmanteau meaning corresponding to the identified portmanteau from at least two of the candidate word meanings.

10. The information handling system of claim 9 wherein the derived portmanteau meaning is stored in a question answering (QA) system, and wherein the actions further comprise:

identify a plurality of phonemes from portmanteau; and

filtering the candidate words that correspond to each of the identified morphemes based on the identified phonemes.

11. The information handling system of claim 9 wherein the actions further comprise:

from the plurality of morphemes, selecting a leading morpheme that corresponds to a first portion of the portmanteau and a trailing morpheme that corresponds to a second portion of the portmanteau; and

analyzing a combined usage of the leading and trailing morpheme, wherein the derived portmanteau meaning is based on the combined usage.

12. The information handling system of claim 11 wherein the actions further comprise:

calculating a first string metric between the leading morpheme and the candidate word corresponding to the leading morpheme;

calculating a second string metric between the trailing morpheme and the candidate word corresponding to the trailing morpheme; and

combining the first and second string metric, wherein the combined usage is based on the combination of the first and second string metric.

13. The information handling system of claim 12 wherein the first and second string metric are each Levenshtein distance scores.

14. The information handling system of claim 12 wherein the actions further comprise:

selecting a leading candidate word from the plurality of candidate words, wherein the leading candidate word corresponds to the leading morpheme;

selecting a trailing candidate word from the plurality of candidate words, wherein the trailing candidate word corresponds to the trailing morpheme; and

generating a possible meaning of the portmanteau by combining a first meaning that corresponds to the leading candidate word with a second meaning that corresponds to the trailing candidate word, wherein the combined usage is based on the generated possible meaning.

15. The information handling system of claim 14 wherein the actions further comprise:

performing the selecting and generating steps for a plurality of leading and trailing candidate words, wherein the information handling system further comprises;

scoring a plurality of generated possible meanings of the portmanteau based on a plurality of combinations of leading and trailing candidate words; and

further scoring the plurality of generated possible meanings based on a contextual usage score based on comparing the possible meanings with a contextual usage of the portmanteau in the electronic documents, wherein the combined usage is based on a best scored combination of a selected one of the leading candidate words paired with a selected one of the trailing candidate words.

16. The information handling system of claim 9 wherein the actions further comprise:

from the plurality of morphemes, selecting a plurality of leading morphemes that corresponds to a first portion of the portmanteau and a plurality of trailing morphemes that corresponds to a second portion of the portmanteau;

analyzing a combined usage of a plurality of combinations of selected leading and trailing morphemes, wherein the derived portmanteau meaning is based on the combined usage, and wherein the analyzing further comprises;

calculating a first string metric between each of the selected leading morphemes and one or more candidate words corresponding to each of the selected leading morphemes;

calculating a second string metric between each of the selected trailing morphemes and one or more candidate words corresponding to each of the selected trailing morphemes;

selecting each of the leading candidate words and each of the trailing candidate words, wherein the leading candidate words correspond to the leading morpheme and the trailing candidate words correspond to the trailing morpheme;

scoring a plurality of possible meanings of the portmanteau by combining a first meaning retrieved for each of the selected leading candidate words with a second meaning retrieved for each of the selected trailing candidate words; and

further scoring the plurality of possible meanings based on a contextual usage score based on comparing the possible meanings with a contextual usage of the portmanteau in the electronic documents, wherein the combined usage is based on a combination of the first and second string metrics corresponding to each of the leading and trailing morphemes and the scored possible meaning of the leading candidate words and the trailing candidate words corresponding to the respective leading and trailing morphemes.

17. A computer program product stored in a computer readable storage medium, comprising computer program code that, when executed by an information handling system, causes the information handling system to perform actions comprising:

analyzing a plurality of words included in a plurality of electronic documents, wherein the analysis identifies at least one of the plurality of words as being a portmanteau;

identifying a plurality of morphemes included in the identified portmanteau and one or more candidate words that correspond to each of the identified morphemes, wherein each of the candidate words has a candidate word meaning; and

deriving a portmanteau meaning corresponding to the identified portmanteau from at least two of the candidate word meanings.

18. The computer program product of claim 17 wherein the actions further comprise:

from the plurality of morphemes, selecting a leading morpheme that corresponds to a first portion of the portmanteau and a trailing morpheme that corresponds to a second portion of the portmanteau; and

analyzing a combined usage of the leading and trailing morpheme, wherein the derived portmanteau meaning is based on the combined usage.

19. The computer program product of claim 18 wherein the actions further comprise:

calculating a first string metric between the leading morpheme and the candidate word corresponding to the leading morpheme;

calculating a second string metric between the trailing morpheme and the candidate word corresponding to the trailing morpheme; and

combining the first and second string metric, wherein the combined usage is based on the combination of the first and second string metric.

20. The computer program product of claim 18 wherein the actions further comprise:

selecting a leading candidate word from the plurality of candidate words, wherein the leading candidate word corresponds to the leading morpheme;

selecting a trailing candidate word from the plurality of candidate words, wherein the trailing candidate word corresponds to the trailing morpheme; and

generating a possible meaning of the portmanteau by combining a first meaning that corresponds to the leading candidate word with a second meaning that corresponds to the trailing candidate word, wherein the combined usage is based on the generated possible meaning.