Monte Carlo

From Index-Centric Retrieval to In-Context Reasoning: The Technical Evolution of RAG Systems

An in-depth analysis of the transition from traditional Graph-based RAG to next-generation In-Context Search (ICS) paradigms, comparing LightRAG, PageIndex, and Sirchmunk.

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ModelScope Team
Sirchmunk: A Technical Deep Dive featured image

Sirchmunk: A Technical Deep Dive

From Raw Data to Self-Evolving Intelligence — a comprehensive technical analysis of Sirchmunk's architecture, multi-phase search pipeline, Monte Carlo evidence sampling, and …

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ModelScope Team