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Beyond Static RAG: An Adaptive, Tri-Metric Routing Framework for Efficient Long-Context Inference on Commodity GPUs
Not provided in the abstract
RAGGPU optimizationmemory managementinference
2609.17564
Builder Relevance
1h ago80%
Abstract
The paper introduces a Tri-Metric Router that optimizes retrieval-augmented generation on commodity GPUs by addressing memory and latency issues.
Reality Card
Core Claim
The Tri-Metric Router achieves 0% out-of-memory failures and improves oracle alignment to 88.5% without additional VRAM or training costs.
Method / Result
Achieves 0% OOM failures and 88.5 ± 4.4% oracle alignment.
Limitations
The calibration methodology may not generalize across different hardware setups.
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