What Breaks When Facts Become Stories? The Distortions Source-Agreement Metrics Miss When Models Retell Real Events.

arXiv:2610.39500v2 Announce Type: replace Abstract: Language models are now widely used to turn recorded facts into media for public consumption, yet evaluation of such output still assumes agreement with the source as its measure of success. In reconstruction