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  # Doc Assistant
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- **Live Demo:** [xq-dokumentassistent.hf.space](https://xq-dokumentassistent.hf.space) — hosted on Hugging Face Spaces
 
 
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  A document intelligence system covering PDF ingestion, semantic chunking, hybrid retrieval with reranking, and LLM-generated answers with source citations. The LLM layer is provider-agnostic. Two modes: a LangGraph ReAct agent (default) for queries that need multiple retrieval steps, and a pipeline for lightweight models without tool-calling support. Retrieval quality is evaluated with RAGAS.
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  # Doc Assistant
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+ ## Live Demo
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+ [xq-dokumentassistent.hf.space](https://xq-dokumentassistent.hf.space) — hosted on Hugging Face Spaces
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  A document intelligence system covering PDF ingestion, semantic chunking, hybrid retrieval with reranking, and LLM-generated answers with source citations. The LLM layer is provider-agnostic. Two modes: a LangGraph ReAct agent (default) for queries that need multiple retrieval steps, and a pipeline for lightweight models without tool-calling support. Retrieval quality is evaluated with RAGAS.
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