Livoa
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Pre-Retrieval
Retrieval
Generation
User Query
Complexity Classifier
No. Query Rewrites (Q)
Top-k (k)
Max Keywords (K)
Max Sequence Length (S)
Query Rewriter
Query 1
Query 2
Query 3
Category Name
Generation
Dense Retriever (Vector)
Sparse Retriever (BM25)
Reciprocal Rank Fusion
BGE Reranker
Text Chunks
k
Knowledge Graph Retrieval
Extract Query Keywords
KG Retriever
KG Triplets
Text Chunks
KG Triplets
User Query
LLM
Answer
Category Classification
Hybrid Retrieval
1 2 3 4
K
S
Q
test
by nexa
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