Equation 36 · Part 1 · Naive, Graph, and Agentic: A Systems Comparison of RAG Architectures
Symbol L_total
What this part means
otal is part of the quantity the equation computes from the expression on the right.
Its job in the formula
otal is part of the quantity the equation computes from the expression on the right.
Full expression→Symbol L_total→Article meaning
The passage around this formula
A single latency model makes the difference between the first three rows and the last two concrete. Writing for query encoding, and and for the retrieval and generation cost of round i , . For naive and hybrid RAG, k = 1 by construction — the sum has exactly one term, and total latency is boundable in advance for any query. For iterative RAG, k is a small integer set by a heuristic or a step cap chosen by the system builder, so the worst case is known even though the typical case varies with question difficulty. For agentic RAG, k is a random variable generated by the policy itself at run time, and its…
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Sources cited in the article section
- [7] Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions ↗
- [4] From Local to Global: A Graph RAG Approach to Query-Focused Summarization ↗
- [9] Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection ↗
These citations provide research context; check each source for the exact claim it supports.