Makoto Onizuka

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Publication activitypapers/week, last 8 weeks

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Data Curation & Synthetic Data (1)Natural Language Processing (1)Scaling Laws & Emergent Abilities (1)

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Xuyang Cao (1)Qianying Liu (1)Chuan Xiao (1)Yusuke Oda (1)

Papers (1)

Mar 18, 2026

Xuyang Cao +82w ago

ShapleyLaw: A Game-Theoretic Approach to Multilingual Scaling Laws

Optimizing multilingual training? Shapley values reveal the hidden cross-lingual transfer effects that current scaling laws miss, leading to better language mixture ratios.

Xuyang Cao, Qianying Liu, Chuan Xiao +6

Data Curation & Synthetic Data Natural Language Processing Scaling Laws & Emergent Abilities

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Makoto Onizuka

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)