Xiguo Hu

DESIGNER: Design-Logic-Guided Multidisciplinary Data Synthesis for LLM Reasoning

Large language models (LLMs) perform strongly on many language tasks but still struggle with complex multi-step reasoning across disciplines. Existing reasoning datasets often lack disciplinary breadth, reasoning depth, and diversity, as well as guiding principles for question synthesis. We propose…