Elicitation Matters: How Prompts and Query Protocols Shape LLM Surrogates under Sparse Observations
arXiv:2605.04764v1 Announce Type: new
Abstract: Large language models are increasingly used as surrogate models for low-data optimization, but their optimizer-facing prediction and its uncertainty remain poorly understood. We study the surrogate belie…