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Author

Mourad Oussalah

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Conference Open access Aug 2026

Causal Evidence Extraction and Triangulation in Crisis Reports using Large Language Models: A ReliefWeb-based Study

A ReliefWeb study (2000-2024) and a two-stage Large Language Model (LLM) pipeline that extracts structured intervention-outcome records with direction and strength attributes and proposes context-preserving triangulation that aggregates strength-weighted evidence within disaster cells.

Yuanjun Zhang, Mourad Oussalah · 0 citations
Open access 2026

Beyond Lexical Similarity: Evaluating Faithfulness in LLM-Based Medical Question Reformulation

This work introduces MedFaith-F1, a category-level faithfulness metric over four clinically salient categories: clinical problems, medications, procedures, and follow-up intent, and proposes a hybrid Evidence and Knowledge-Grounded Retrieval-Augmented Generation ( EKG-RAG), an evidence and knowledge-grounded framework combining hybrid retrieval over PubMed and MedlinePlus resources with UMLS-aligned ontology grounding.

Md Rabiul Hasan, Aleka Melese Ayalew, Mourad Oussalah · 0 citations

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