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IEEE/ICACT20260248 Slide.05        [Big Slide]	Oral Presentation
	Despite these advantages, most retrieval augmented systems rely on a fixed retrieval depth. This one-size-fits-all strategy fails to account for variations in query complexity, corpus structure, and runtime constraints, leading to inefficiencies.

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