Does a logical opposition really exist between basic methods and a gating network in venture capital prediction?
Most distinctions are noise; a gating network is a tool for improvement, not an adversary of existing approaches.
Control lies in integrating robust mechanisms, not in creating artificial dichotomies.
For example, using textual descriptions with an LLM can be weighted by a gating network with structured data for more disciplined prediction.
This refines results rather than presenting a fundamental opposition.