Mathematical Reasoning Enhanced LLM for Formula Derivation: A Case Study on Fiber NLI Modellin

This research introduces a mathematical reasoning-enhanced generative AI approach for deriving optical communication formulas, specifically for fiber nonlinear interference modelling. By guiding an LLM with structured prompts, the study successfully reconstructed known expressions and derived a novel approximation, demonstrating both physical consistency and practical accuracy.