To train critique models capable of delivering step-level supervision and constructive feedback for reasoning, we introduce AutoMathCritique—an automated and scalable framework for collecting critique data.
This framework consists of three main stages: flawed reasoning path construction, critique generation, and data filtering. Using AutoMathCritique, we create a dataset containing $76,321$ samples named MathCritique-76k.

DOI Link: 
10.21227/ncx4-9j08
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[1] Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang, "MathCritique-76k", IEEE Dataport, 2025. [Online]. Available: http://dx.doi.org/10.21227/ncx4-9j08. Accessed: Mar. 13, 2025.
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doi = {10.21227/ncx4-9j08},
url = {http://dx.doi.org/10.21227/ncx4-9j08},
author = {Dingwen Yang; Zhiheng Xi; Jiafu Tang; Jixuan Huang },
publisher = {IEEE Dataport},
title = {MathCritique-76k},
year = {2025} }
TY - DATA
T1 - MathCritique-76k
AU - Dingwen Yang; Zhiheng Xi; Jiafu Tang; Jixuan Huang
PY - 2025
PB - IEEE Dataport
UR - 10.21227/ncx4-9j08
ER -
Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang. (2025). MathCritique-76k. IEEE Dataport. http://dx.doi.org/10.21227/ncx4-9j08
Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang, 2025. MathCritique-76k. Available at: http://dx.doi.org/10.21227/ncx4-9j08.
Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang. (2025). "MathCritique-76k." Web.
1. Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang. MathCritique-76k [Internet]. IEEE Dataport; 2025. Available from : http://dx.doi.org/10.21227/ncx4-9j08
Dingwen Yang, Zhiheng Xi, Jiafu Tang, Jixuan Huang. "MathCritique-76k." doi: 10.21227/ncx4-9j08