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cs.CL2026
Faithful Summarisation under Disagreement via Belief-Level Aggregation
Favour Yahdii Aghaebe, Tanefa Apekey, Elizabeth Williams +1
Opinion and multi-document summarisation often involve genuinely conflicting viewpoints, yet many existing approaches, particularly LLM-based systems, implicitly smooth disagreemen…
cs.CL2025
LLMs Do Not See Age: Assessing Demographic Bias in Automated Systematic Review Synthesis
Favour Yahdii Aghaebe, Tanefa Apekey, Elizabeth Williams +1
Clinical interventions often hinge on age: medications and procedures safe for adults may be harmful to children or ineffective for older adults. However, as language models are in…