Author

Wenmei Li

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Preprint Jul 2026

Language models guide symbolic equation discovery by controlling search

This work compares role specifications in which the language model acts as equation author, candidate decider or search controller, alongside end-to-end language-model and purely numerical baselines and suggests that language models should shape hypothesis exploration rather than decide which equations survive.

Zikai Xie, Wenmei Li, Man Luo et al. · 1 citation