A Graph Talks, But Who's Listening? Rethinking Evaluations for Graph-Language Models. - Soham Petkar; Hari Aakash K; Anirudh Vempati; Akshit Sinha; Ponnurangam Kumarauguru; Chirag Agarwal (CoRR, 2025)