Semantic similarity between LLM responses, with a fitted threshold of 0.5, separates same-model outputs from random responses and yields 76.5 percent held-out verification accuracy in a trusted-node setting.
Mechanisms for outsourcing computation via a decentralized market
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.ET 1years
2025 1verdicts
REJECT 1roles
background 1polarities
background 1representative citing papers
citing papers explorer
-
Validation of GPU Computation in Decentralized, Trustless Networks
Semantic similarity between LLM responses, with a fitted threshold of 0.5, separates same-model outputs from random responses and yields 76.5 percent held-out verification accuracy in a trusted-node setting.