Andriy Bilous

Context Selection as a Partial Order: A Blackwell Framework and Verified LLM Evidence

Context selection for large language models (LLMs) requires distinguishing source informativeness from the performance a fixed model can realize. We develop a framework separating the Blackwell order under optimal decision rules from a model-specific performance order, with finite-sample certificates for source compari...