Tomas Pødenphant Lund

Same Content, Wider Track: Empirical Calibration of Friction Theory on LLM Substrate

The same 25 facts, fine-tuned with four paraphrase templates instead of one, jump from 38% to 94% paraphrase-robust recall (same substrate, same optimizer, same number of facts, same epochs). Varied friction widens the encoding track. Paper 4 is the empirical-calibration companio...