DataSculpt: Crafting Data Landscapes for LLM Post-Training through Multi-objective Partitioning. - Keer Lu; Zheng Liang; Xiaonan Nie; Da Pan 003; Shusen Zhang; Keshi Zhao; Weipeng Chen; Zenan Zhou; Guosheng Dong; Wentao Zhang 001; Bin Cui 001 (CoRR, 2024)

Data Proportion Detection for Optimized Data Management for Large Language Models. - Hao Liang; Keshi Zhao; Yajie Yang; Bin Cui 001; Guosheng Dong; Zenan Zhou; Wentao Zhang 001 (CoRR, 2024)

VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs. - Keer Lu; Keshi Zhao; Zheng Liang; Da Pan 003; Shusen Zhang; Xin Wu; Weipeng Chen; Zenan Zhou; Guosheng Dong; Bin Cui 001; Wentao Zhang 001 (CoRR, 2024)

Training Data Distribution Estimation for Optimized Pre-training Data Management. - Hao Liang; Keshi Zhao; Yajie Yang; Bin Cui 001; Zenan Zhou; Wentao Zhang 001 (ICDE, 2025)

DataSculpt: A Holistic Data Management Framework for Long-Context LLMs Training. - Keer Lu; Xiaonan Nie; Zheng Liang; Da Pan 003; Shusen Zhang; Keshi Zhao; Weipeng Chen; Zenan Zhou; Guosheng Dong; Bin Cui 001; Wentao Zhang 001 (ICDE, 2025)