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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Oussama Djebbar Senouci

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#small language model Open access Sep 2026

RAG-Based Conversational Product Catalog Management: Architecture, Structured Output as FSM, and Empirical Evaluation

Retrieval-Augmented Generation (RAG) has emerged as a principled solution to the knowledge limitations of large language models (LLMs). We design and implement a complete RAG pipeline built on LangChain, ChromaDB with HNSW indexing, BAAI/bge-small-en-v1.5 embeddings, and LLaMA 3.3 70B deployed on Groq LPU infrastructur...

Aymen Ahmed Fouatih, Oussama Djebbar Senouci · 0 citations
#small language model Open access Sep 2026

RAG-Based Conversational Product Catalog Management: Architecture, Structured Output as FSM, and Empirical Evaluation

Retrieval-Augmented Generation (RAG) has emerged as a principled solution to the knowledge limitations of large language models (LLMs). We design and implement a complete RAG pipeline built on LangChain, ChromaDB with HNSW indexing, BAAI/bge-small-en-v1.5 embeddings, and LLaMA 3.3 70B deployed on Groq LPU infrastructur...

Aymen Ahmed Fouatih, Oussama Djebbar Senouci · 0 citations

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