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ReFilter is a hybrid framework that first Retrieves semantically related candidate apps using embeddings and then applies LLM-based contextual Filtering to identify true functionally similar apps with higher precision, enabling more accurate app comparisons and supports improved ecosystem understanding, competitor analysis, and recommendations.