Liu Leqi

Language models can drastically reduce sycophancy and hallucination by acknowledging what they don’t know about users.

DRA outputs are surprisingly variable, with inference and early-stage decisions being the biggest culprits, but structured outputs and ensemble querying can significantly reduce this stochasticity.