Iterative Finetuning is Mostly Idempotent. - Zephaniah Roe; Jack Sanderson; Dang Nguyen; Julian Huang; Todd Nief; Aryan Shrivastava; Chenhao Tan; Ari Holtzman (CoRR, 2026)