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Retrieval-augmented generation for educational application: A systematic survey

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June 1, 2025
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Retrieval-augmented generation for educational application: A systematic survey

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Retrieval-Augmented Generation (RAG) Chatbots for Education: A Survey of Applications

Retrieval-Augmented Generation (RAG) overcomes the main barrier for the adoption of LLM-based chatbots in education: hallucinations. The uncomplicated architecture of RAG chatbots makes it relative...

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A Systematic Literature Review of Retrieval-Augmented Generation: Techniques, Metrics, and Challenges

Background: Retrieval-augmented generation (RAG) aims to reduce hallucinations and outdated knowledge by grounding LLM outputs in retrieved evidence, but empirical results are scattered across task...

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Graph Retrieval-Augmented Generation: A Survey

Recently, Retrieval-Augmented Generation (RAG) has achieved remarkable success in addressing the challenges of Large Language Models (LLMs) without necessitating retraining. By referencing an exter...

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Evaluation of Retrieval-Augmented Generation: A Survey

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Are there open-source GitHub repositories related to Retrieval-augmented generation for educational application: A systematic survey?

Yes, open-source projects like PKU-YuanGroup/Helios (Helios: Real Real-Time Long Video Generation Model) are actively building upon these concepts.

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