LUMOS: Tracing Parametric Knowledge from Training Data to Behavioral Outputs in LLMs.

arXiv:2610.02902v3 Announce Type: replace Abstract: Current analyses of LLMs' parametric knowledge are largely output-centric, drawing conclusions about what a model knows without verifying what it was actually trained on. This leaves fundamental questions, su