作者位次 #6/8ICLR 2026Poster
Fewer Battles, More Gain: An Information-Efficient Framework for Arena-based LLM Evaluation
Zirui Liu · Xianquan Wang · Yan Zhuang · Jiatong Li · Qi Liu · Shuanghong Shen · Mingyue Cheng · Shijin Wang
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Zirui Liu · Xianquan Wang · Yan Zhuang · Jiatong Li · Qi Liu · Shuanghong Shen · Mingyue Cheng · Shijin Wang
Keyu Zhu · Shuanghong Shen · Xianquan Wang · Kai Zhang · Shijin Wang · Qi Liu · Zhenya Huang
Multimodal Document Question Answering (MDQA) systems commonly follow a retrieve-then-answer paradigm; however, the retrieval stage often introduces substantial noise, making an effective reranking component indispensable.Existing reranker training frameworks in MDQA rely predominantly on proxy s...