SIGMA: Refining large language model reasoning via sibling-guided monte carlo augmentation

Research output: Journal article publication › Journal article › Academic research › peer-review

Original language	English
Pages (from-to)	84265-84297
Number of pages	33
Journal	Advances in Neural Information Processing Systems
Volume	38
Publication status	Published - 2026

Cite this

@article{5c92d7db69bd430ea6768fd29e40123f,

title = "SIGMA: Refining large language model reasoning via sibling-guided monte carlo augmentation",

author = "Yanwei Ren and Haotian Zhang and Fuxiang Wu and Jiayan Qiu and Jiaxing Huang and Baosheng Yu and Liu Liu",

year = "2026",

language = "English",

volume = "38",

pages = "84265--84297",

journal = "Advances in Neural Information Processing Systems",

issn = "1049-5258",

publisher = "Neural information processing systems foundation",

}

TY - JOUR

T1 - SIGMA: Refining large language model reasoning via sibling-guided monte carlo augmentation

AU - Ren, Yanwei

AU - Zhang, Haotian

AU - Wu, Fuxiang

AU - Qiu, Jiayan

AU - Huang, Jiaxing

AU - Yu, Baosheng

AU - Liu, Liu

PY - 2026

Y1 - 2026

M3 - Journal article

SN - 1049-5258

VL - 38

SP - 84265

EP - 84297

JO - Advances in Neural Information Processing Systems

JF - Advances in Neural Information Processing Systems

ER -