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TABLE 8-16: PRACTICAL CONSIDERATIONS IN THE ARABIC CONTEXT
Consideration The practical question A first action
Does it perform on our real tasks Build a local test set with
Arabic quality
and terminology? domain reviewers.
Dialects and Does it handle the varieties our Add dialect and register cases
register audience uses? to the test set.
Bilingual Do the Arabic and English versions Create an approved bilingual
operation carry the same obligation? glossary.
Layout and Does right-to-left survive into the Test the export path, not only
export final document? the chat screen.
Where is our data processed and Confirm it in the contract, not in
Data location
stored? marketing material.
Local law and Which regulator and which rules Build an obligations register
sector apply to us? tied to sources.
Assign an owner, a version, and
Local Are our own policies current and
an effective date to each
knowledge non-contradictory?
source.
Bilingual Operation and Governing Local Knowledge
In Arab organizations the policy may be in Arabic, the contract in English, the data mixed,
and staff may use local terms absent from general training data. An institutional glossary
should therefore be built, fixing the approved name, its translation, and its abbreviations,
and linking it to the knowledge bases, the templates, and the tests. Linguistic consistency is
not decoration; it can change the meaning of a procedure, an obligation, or a data category.
Test Arabic at several levels: standard Arabic, dialect where relevant, names, numbers and
dates, text direction, scanned documents, and switching between Arabic and English. Build
the test set from examples in your own organization and sector, with reviewers who
understand both the domain and the language, because a fluent answer may conceal an
inaccurate translation or an unsuitable term.
Governing local knowledge matters as much as governing the model. If the policies are
contradictory or outdated, the system will retrieve that contradiction faster. Give each
source an owner, an effective date, and a version, state how the documents relate to one
another, and set a rule for resolving conflict. When retrieval is used, the quality of chunking,
indexing, and citation is reviewed, and the system is prevented from giving a definitive
answer where it finds no approved source.
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