Controlling what is controllable is essential; the idea of a simple "sophisticated extension" is noise when it comes to venture capital prediction.
Basic methods like GNNs or LLMs are data analysis tools, while a gating network is a decision mechanism that weighs the relevance of evidence.
This is not just an incremental improvement, but a separate operational layer.
For example, a venture capital fund using an LLM to analyze market reports and a gating network to decide which sources are prioritized according to the market conditions demonstrates this fundamental difference in approach.