Actions Speak Louder than Prompts: A Large-Scale Study of LLMs for Graph Inference - Finkelshtein, Ben; Cucerzan, Silviu; Jauhar, Sujay Kumar; White, Ryen (International Conference on Learning Representations, 2026)