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Improving language models by retrieving from trillions of tokens

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syftr: Pareto-Optimal Generative AI

cs.AI · 2025-05-26 · conditional · novelty 6.0

Syftr applies multi-objective Bayesian optimization to RAG pipeline search, reporting Pareto frontiers on six benchmarks with 6% accuracy gain at equal cost or 37% cost reduction at equal accuracy versus a LlamaIndex default.

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  • syftr: Pareto-Optimal Generative AI cs.AI · 2025-05-26 · conditional · none · ref 4

    Syftr applies multi-objective Bayesian optimization to RAG pipeline search, reporting Pareto frontiers on six benchmarks with 6% accuracy gain at equal cost or 37% cost reduction at equal accuracy versus a LlamaIndex default.