Author

Mingxuan Zhu

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Preprint Aug 2026

LigBench: A Unified and Human-Aligned Benchmark for LLM-based Research Idea Generation

LigBench is proposed, an automated evaluation benchmark that enables fine-grained and reliable evaluation of AI research ideas, consistently applicable across different generation distributions, and PAIR-IQ, a dataset tailored for training pairwise idea judgment models and serving as an auxiliary reference to support m...

Chen-Run Wang, Mingxuan Zhu, Tian-Cheng Huang et al. · 1 citation