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IEEE/ICACT20260248 Slide.06        [Big Slide]	Oral Presentation
	Our key insight is that retrieval requirements vary significantly across queries. Simple queries typically have clear intent and require minimal supporting context. In contrast, complex queries are more ambiguous and demand broader evidence. Therefore, retrieval depth should adapt dynamically on a per-query basis.

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