The incentive matrix is clear here: methods are not opposed, but combined for greater gain. The balance lies in synergy, where a gating network can precisely refine the predictions of LLM models by providing them with a contextual weighting, thus avoiding the trap of overgeneralization that often hampers early detection in emerging markets.