Entity-graph retrieval on top of Qdrant: Personalized PageRank + convergence scoring, zero LLM calls at query time, +5.9 pts recall@10 on full HotpotQA.
Multi-hop questions break vector search. Here is a graph layer for Qdrant that fixes them.
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