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fix broken links from new image locations & file extensions
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title: "Using LangChain for Question Answering with Qdrant"
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short_description: "Large Language Models might be developed fast with modern tool. Here is how!"
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description: "We combined LangChain, a pre-trained LLM from OpenAI, SentenceTransformers & Qdrant to create a question answering system with just a few lines of code. Learn more!"
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social_preview_image: /articles_data/langchain-integration/social_preview.png
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social_preview_image: /articles_data/langchain-integration/preview/social_preview.jpg
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small_preview_image: /articles_data/langchain-integration/chain.svg
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preview_dir: /articles_data/langchain-integration/preview
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weight: 40
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