The notion of an opposition between a gating network and basic methods is just noise.
A gating network is used to refine, not replace, existing approaches to venture capital prediction.
Discipline involves integrating new tools to improve results, not creating artificial dichotomies.
For example, a model based on an LLM can generate textual rationales, and a gating network can dynamically weight them with structured company attributes for a more robust prediction of success.