CMM-Math: A Chinese Multimodal Math Dataset To Evaluate and Enhance the Mathematics Reasoning of Large Multimodal Models. - Wentao Liu; Qianjun Pan; Yi Zhang; Zhuo Liu; Ji Wu; Jie Zhou 015; Aimin Zhou; Qin Chen 001; Bo Jiang 016; Liang He 001 (CoRR, 2024)

Teaching LLMs for Step-Level Automatic Math Correction via Reinforcement Learning. - Junsong Li; Jie Zhou 015; Yutao Yang; Bihao Zhan; Qianjun Pan; Yuyang Ding; Qin Chen 001; Jiang Bo; Xin Lin 001; Liang He 001 (CoRR, 2025)

A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law. - Qianjun Pan; Wenkai Ji; Yuyang Ding; Junsong Li; Shilian Chen; Junyi Wang; Jie Zhou 015; Qin Chen 001; Min Zhang; Yulan Wu; Liang He 001 (CoRR, 2025)

Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback. - Yutao Yang; Jie Zhou 015; Junsong Li; Qianjun Pan; Bihao Zhan; Qin Chen 001; Xipeng Qiu; Liang He 001 (CoRR, 2025)