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[2508. 05672] LMAR: Language Model Augmented Retriever for Domain . . . We propose LMAR (Language Model Augmented Retriever), a model-agnostic framework that addresses these challenges by combining LLM-guided data synthesis with contrastive embedding adaptation and efficient text clustering