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Mingyi World Elasticsearch
Mingyi World Elasticsearch
Mar 6, 2025 · Artificial Intelligence

Smart Q&A Knowledge Base Powered by Qwen2.5‑14B and Elasticsearch RAG

This article details a smart Q&A knowledge‑base system that integrates the Qwen2.5‑14B large language model with Elasticsearch vector search via RAG, covering data ingestion with FSCrawler, Chinese sentence embedding, Gradio UI, performance tests on a 483‑page book, architecture diagrams, code walkthroughs, and suggested enhancements.

Chinese EmbeddingElasticsearchFSCrawler
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Smart Q&A Knowledge Base Powered by Qwen2.5‑14B and Elasticsearch RAG