Fewer Battles, More Gain: An Information-Efficient Framework for Arena-based LLM Evaluation - Liu, Zirui; Wang, Xianquan; Zhuang, Yan; Li, Jiatong; Liu, Qi; Shen, Shuanghong; Cheng, Mingyue; Wang, Shijin (International Conference on Learning Representations, 2026)