Large Language Models Miss the Multi-agent Mark - La Malfa, Emanuele; La Malfa, Gabriele; Marro, Samuele; Zhang, Jie; Black, Elizabeth; Luck, Michael; Torr, Philip; Wooldridge, Michael (Advances in Neural Information Processing Systems, 2025)