scaling_law_design_logics

## DESIGNER: Design Logic Library <a href="https://attention-is-all-i-need.github.io/Design-Logic-Reasoning/"><strong>[Project Page]</strong></a> This repository contains a library of Mermaid-format design logics used in the paper [DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning](https://arxiv.org/abs/2508.12726). ### Field definitions - `mermaid`: design logic in Mermaid format, abstracted from the source question, which is a human-authored high-difficulty question. - `difficulty`: difficulty label of the source question - `type`: type label of the source question - `discipline`: discipline label of the source question ### Example ```json {"mermaid": "graph TD A[Start]-->B[Reasoning Step]", "difficulty": "Medium", "type": "Multiple-choice question", "discipline": "Aerospace Science and Technology"} ``` ### Citation If you use our method or datasets, please cite our paper: ```bibtex @article{liu2025designer, title={DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning}, author={Liu, Weize and Zhao, Yongchi and Luo, Yijia and Xu, Mingyu and Liu, Jiaheng and Li, Yanan and Hu, Xiguo and Bai, Zhiqi and Xu, Yuchi and Su, Wenbo and others}, journal={arXiv preprint arXiv:2508.12726}, year={2025} } ```