AINeutralarXiv – CS AI · 10h ago6/10
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CDS4RAG: Cyclic Dual-Sequential Hyperparameter Optimization for RAG
Researchers introduce CDS4RAG, a novel optimization framework that improves Retrieval-Augmented Generation systems by cyclically optimizing retriever and generator hyperparameters separately rather than treating them as a monolithic unit. The method achieves up to 1.54x improvements in generation quality while demonstrating faster convergence across multiple benchmarks and language models.