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Alibaba Cloud Big Data AI Platform
Alibaba Cloud Big Data AI Platform
Aug 19, 2024 · Artificial Intelligence

How Long‑Tail Knowledge Boosts Retrieval‑Augmented Large Language Models

The paper introduces a method that classifies user queries into ordinary and long‑tail types, applying retrieval‑augmented generation only to long‑tail queries, which improves large language model efficiency and accuracy by leveraging specialized knowledge detection metrics and an extended RAG pipeline.

AI researchECE metricRetrieval Augmented Generation
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How Long‑Tail Knowledge Boosts Retrieval‑Augmented Large Language Models