On the Shelf Life of Fine-Tuned LLM-Judges: Future-Proofing, Backward-Compatibility, and Question Generalization - Singh, Janvijay; Xu, Austin; Zhou, Yilun; Zhou, Yefan; Hakkani-Tür, Dilek; Joty, Shafiq (International Conference on Learning Representations, 2026)