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BELIEF is a structured evidence modeling and uncertainty-aware fusion framework for biomedical question answering that converts retrieved documents into evidence objects and combines symbolic Dempster-Shafer reasoning with LLM-based inference. Experiments on PubMedQA, MedQA, and MedMCQA show BELIEF achieves state-of-the-art results in the majority of settings.