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6. This research indicated the importance of combining automated analysis with specialized human
verification to ensure sound understanding, correct foundationalization, and deep linkage between
language and Shari‘ah, especially in complex texts with sensitive jurisprudential implications.
7. It revealed the applications' shortcomings when reconciling or preferring between different opinions in
linguistic or Shari‘ah meaning, and that they still need deep training on the correct principles of
reconciling or preferring between opinions in Arabic texts.
RECOMMENDATIONS
Based on the preceding analysis, discussion, and comparison between the three Artificial Intelligence
applications, and the evaluation of these applications' performance in analysis, presenting opinions, and
reconciling or preferring between conflicting views, and after presenting the diverse results of what was tested in
these applications, the research recommends the following:
1. Paying attention to developing Artificial Intelligence algorithms in the field of linguistic and Shari‘ah
studies, to make them more capable of dealing with historical jurisprudential and linguistic contexts,
especially by familiarizing them with the correct principles and rules for semantic and Shari‘ah analysis,
and the principles and rules for reconciling and preferring linguistic and Shari‘ah semantic differences.
2. The necessity of supervision by specialized researchers over the use of Artificial Intelligence tools in
analyzing Islamic texts, and avoiding complete reliance on them without accurate, critical scientific
review.
3. Focusing, in the development of linguistic models, on understanding the morphological, grammatical,
and semantic structures of Shari‘ah terms, and linking them to classical eloquent Arabic usage as found
in dictionaries and Hadith commentaries.
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