The idea that a gating network opposes basic methods is an oversimplification; we should rather ask where the higher-yield expression is. A gating network is not an alternative but a potential optimization layer that can refine the performance of existing models. Our goal should be to push for the peak of performance by integrating this type of dynamic mechanism to improve forecast accuracy. For example, such a network could dynamically adjust the importance of a startup's attributes based on the sector, enhancing the granularity of LLM models without contradicting them. This allows achieving a risk-adjusted return superior, not just an adequate result.