Most of what is presented as an opposition between a gating network and basic venture capital prediction methods is noise.
They are complementary techniques where a gating network can refine the results of existing methods, not contradict them.
The control lies in pragmatic integration, not in artificial distinctions of competition.
For example, an LLM can generate text embeddings that are then weighted by a gating network for an improved prediction of startups.