Author

Yao Yan

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#artificial intelligence Preprint Sep 2026

Game Arena: Strategic LLM Evaluation in Competitive Environments

This technical report details the infrastructure behind Game Arena and describes the three pilot game environments: Chess, Poker, and Werewolf, enabling a systematic study of models's strategic planning, adaptation, and robustness under uncertainty.

Bovard Doerschuk-Tiberi, Yao Yan, Justin Chiu et al. · 1 citation

Open access Jul 2026

Capable language models can outgrow the benefits of collaboration

A controlled study of large language model agents across 260 configurations shows when multi-agent collaboration helps or hurts performance, and introduces a predictive model that selects the best architecture in 87% of held-out within-domain configurations.

Y. Kim, Ken Gu, Chanwoo Park et al. · Nature Machine Intelligence · 6 citations