For Arabic retrieval-augmented generation, sentence-aware chunking, BGE-M3 and Multilingual-E5-large embeddings, bge-reranker-v2-m3, and Aya-8B yield the highest RAGAS scores across six Arabic datasets.
Fixed points of the uncentered Hardy-Littlewood maximal operator
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abstract
We give a survey, known and new results on the beingness of fixed points of the maximal operator in the more general settings of metric measure space. In particular, we prove that the fixed points of the uncentered one must be the constant function if the measure satisfies a mild continuity assumption and its support is connected.
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Optimizing RAG Pipelines for Arabic: A Systematic Analysis of Core Components
For Arabic retrieval-augmented generation, sentence-aware chunking, BGE-M3 and Multilingual-E5-large embeddings, bge-reranker-v2-m3, and Aya-8B yield the highest RAGAS scores across six Arabic datasets.