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About this paper

Kolawole E. Ogunsina, Morayo A. Ogunsina

A Hashgraph-inspired consensus mechanism enables reliable multi-model reasoning by allowing multiple large language models to act as validators, leveraging gossip protocols and virtual voting to reduce hallucinations while maintaining Byzantine fault tolerance properties similar to blockchain systems.

Key insights

  • Treating LLMs as black-box peers in a distributed network enables blockchain-like consensus
  • Information exchange and collaborative verification between models can reduce hallucinations
  • Decentralized approach prevents single model from acting as unreliable oracle

Summary by alphaXiv.

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