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Capable language models can outgrow the benefits of collaboration
Yubin Kim
Ken Gu
Chanwoo Park
Chunjong Park
Samuel Schmidgall
A. Ali Heydari
Yao Yan
Zhihan Zhang
Yuchen Zhuang
Yun Liu
Mark Malhotra
Paul Pu Liang
Hae Won Park
Yuzhe Yang
Xuhai Xu
Yilun Du
Shwetak Patel
Tim Althoff
Daniel McDuff
Xin Liu
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Abstract
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Version published to 10.1038/s42256-026-01268-y
Jul 24, 2026
Version published to 10.21203/rs.3.rs-8414536/v1 on Research Square
Jan 23, 2026
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