AgenticRAG Survey
Basic Information
This repository complements the survey paper on Agentic Retrieval-Augmented Generation (Agentic RAG) by providing a consolidated, researcher- and practitioner-focused resource about embedding autonomous agents into RAG pipelines. It documents foundational agentic patterns such as reflection, planning, tool use, and multi-agent collaboration, and presents a detailed taxonomy of Agentic RAG architectures including single-agent, multi-agent, hierarchical, corrective, adaptive, graph-based RAG and Agentic Document Workflows (ADW). The README contains comparative analyses contrasting Traditional RAG, Agentic RAG, and ADW, a catalogue of workflow patterns like prompt chaining, routing, parallelization, orchestrator-workers and evaluator-optimizer, and curated references and notebooks demonstrating practical implementations. The repo aims to help readers understand design trade-offs, real-world applications across domains such as healthcare, education, legal and finance, and directions for scalability, ethics, multimodal integration and human-agent collaboration.
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