A decentralized search overlay places users in a binary tree over LLM document embeddings with soft cloning and expansion rounds, retrieving more relevant documents than random or graph-diffusion baselines at equal network load.
A maximum entropy approach to natural language processing,
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Semantica: Decentralized Search using a LLM-Guided Semantic Tree Overlay
A decentralized search overlay places users in a binary tree over LLM document embeddings with soft cloning and expansion rounds, retrieving more relevant documents than random or graph-diffusion baselines at equal network load.