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cs.SE2025
Synergistic Enhancement of Requirement-to-Code Traceability: A Framework Combining Large Language Model based Data Augmentation and an Advanced Encoder
Jianzhang Zhang, Jialong Zhou, Nan Niu +2
Automated requirement-to-code traceability link recovery, essential for industrial system quality and safety, is critically hindered by the scarcity of labeled data. To address thi…
cs.AI2025
OR-Toolformer: Modeling and Solving Operations Research Problems with Tool Augmented Large Language Models
Jianzhang Zhang, Jialong Zhou, Chuang Liu
Large language models (LLMs) demonstrate strong mathematical reasoning, but reliance on closed-source APIs for OR tasks raises privacy concerns, and training open-source models fro…