A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity
So far, Salama has shown that the NLP system can be a rule-based system that can apply neutrosophical reasoning to model ambiguity and uncertainty in human language. Salama allows you to reason more than just right/wrong as traditional systems do, adding levels of right, wrong, and uncertainty. Sala...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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University of New Mexico
2025-05-01
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| Series: | Neutrosophic Sets and Systems |
| Subjects: | |
| Online Access: | https://fs.unm.edu/NSS/44NaturalLanguage.pdf |
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| author | A.A. Salama Huda E. Khalid Ahmed K. Essa Nadheer M. Ahmed |
| author_facet | A.A. Salama Huda E. Khalid Ahmed K. Essa Nadheer M. Ahmed |
| author_sort | A.A. Salama |
| collection | DOAJ |
| description | So far, Salama has shown that the NLP system can be a rule-based system that can apply neutrosophical reasoning to model ambiguity and uncertainty in human language. Salama allows you to reason more than just right/wrong as traditional systems do, adding levels of right, wrong, and uncertainty. Salama follows the structural composition of words based on finite state models such as TWOL and CG2 while using constrained grammars to handle disambiguation and contextbased ambiguity to avoid ambiguity. The system also handles words that are not in the vocabulary. This is a challenging scenario where rule-based approaches often have strengths and weaknesses. We investigate how neutrosophical reasoning can enhance the accuracy and reliability of NLP systems by evaluating their performance on tasks involving subjective information, incomplete information, and complex language features through extensive experiments. |
| format | Article |
| id | doaj-art-6ce7ec2a2b814b7a979713adcec5afc5 |
| institution | Kabale University |
| issn | 2331-6055 2331-608X |
| language | English |
| publishDate | 2025-05-01 |
| publisher | University of New Mexico |
| record_format | Article |
| series | Neutrosophic Sets and Systems |
| spelling | doaj-art-6ce7ec2a2b814b7a979713adcec5afc52025-08-25T08:48:27ZengUniversity of New MexicoNeutrosophic Sets and Systems2331-60552331-608X2025-05-018267069510.5281/zenodo.15052172A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and AmbiguityA.A. SalamaHuda E. KhalidAhmed K. EssaNadheer M. AhmedSo far, Salama has shown that the NLP system can be a rule-based system that can apply neutrosophical reasoning to model ambiguity and uncertainty in human language. Salama allows you to reason more than just right/wrong as traditional systems do, adding levels of right, wrong, and uncertainty. Salama follows the structural composition of words based on finite state models such as TWOL and CG2 while using constrained grammars to handle disambiguation and contextbased ambiguity to avoid ambiguity. The system also handles words that are not in the vocabulary. This is a challenging scenario where rule-based approaches often have strengths and weaknesses. We investigate how neutrosophical reasoning can enhance the accuracy and reliability of NLP systems by evaluating their performance on tasks involving subjective information, incomplete information, and complex language features through extensive experiments. https://fs.unm.edu/NSS/44NaturalLanguage.pdfneutrosophic logicrule-based nlpnatural language processinguncertainty handlingambiguity resolutionconstraint grammarfinite-state methodsout-of-vocabulary wordslinguistic rules |
| spellingShingle | A.A. Salama Huda E. Khalid Ahmed K. Essa Nadheer M. Ahmed A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity Neutrosophic Sets and Systems neutrosophic logic rule-based nlp natural language processing uncertainty handling ambiguity resolution constraint grammar finite-state methods out-of-vocabulary words linguistic rules |
| title | A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity |
| title_full | A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity |
| title_fullStr | A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity |
| title_full_unstemmed | A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity |
| title_short | A Natural Language Processing Environment for Rule-Based Decision Making with Neutrosophic Logic to Manage Uncertainty and Ambiguity |
| title_sort | natural language processing environment for rule based decision making with neutrosophic logic to manage uncertainty and ambiguity |
| topic | neutrosophic logic rule-based nlp natural language processing uncertainty handling ambiguity resolution constraint grammar finite-state methods out-of-vocabulary words linguistic rules |
| url | https://fs.unm.edu/NSS/44NaturalLanguage.pdf |
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