VideoRAG
RAG extension for videos.
RAG extension for videos.
The problem RAG-Anything is addressing is that previous RAG systems are often text-centric. Limitations include: text-only f...
The main concern of MiniRAG is cost, privacy and storage. MiniRAG is based on 3 observations: SLMs are weak at semantic unde...
A light-weight improvement of GraphRAG.
An integration of knowledge graph and RAG to improve the accuracy of RAG under complex scenarios.
Accepted by ICLR 2026. To improve LLMs' ability on multi-step retrieval, instead of fine-tuning LLMs, a method that use RL to train embedding models is proposed.