Tomas Lund

Substrates Encode Experience, Not Information: An Encoding-through-Loading Framework with Cross-Substrate Tests in Language Models

Why does the same instructional support that helps a novice harm an expert? The expertise reversal effect is well established in instructional psychology but lacks a process-level mechanism. This paper proposes a recursive strategy-choice race account and tests it in language mod...