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Muhammad Ehsan

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#artificial intelligence Preprint Sep 2026

OntoKG-EQ: A provenance-grounded, competency-question-governed knowledge graph for auditable analyst querying

Analysts in emerging equity markets keep answering the same questions. Did fundamentals match the market's response? How does the local currency co-move with returns? Which firms outperform sector and benchmark, and which disclosures coincide with abnormal trading? These answers come from ad-hoc spreadsheets that are h...

Furqan Nasir, Muhammad Saeed, Muhammad Ehsan et al. · 0 citations

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