一作NeurIPS 2026Poster
CausalMix: Data Mixture as Causal Inference for Language Model Training
Zinan Tang · YUKUN ZHANG · Shaomian Zheng · Zhuoshi Pan · Qizhi Pei · Dingnan Jin · Jun Zhou · Yujun wang · Biqing Huang
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Zinan Tang · YUKUN ZHANG · Shaomian Zheng · Zhuoshi Pan · Qizhi Pei · Dingnan Jin · Jun Zhou · Yujun wang · Biqing Huang
Zhuoshi Pan · Qizhi Pei · Yu Li · Zinan Tang · QiYao Sun · H. Vicky Zhao · Conghui He · Lijun Wu
Recent Large Reasoning Models (LRMs) have achieved remarkable progress, yet their evaluation still relies on a narrow paradigm: evaluating one question at a time. This single-question setup suffers from two major limitations: (1) vulnerability to data contamination and diminishing difficulty, for...