Hi pruthvidhar.nanda did you manage to get Arabic transcript with diacritics?
RIVA Conformer ASR Arabic claims to provide “diacritics along with spaces” but it was not the case when I run the pre-built “ar-AR” model (offline transcription).
I made a relevant post here.