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VINCENT achieves a remarkable mean motif recall of 0.826, significantly outperforming existing models in identifying key molecular regions driving drug synergy.
LLMs struggle with exploration in RLVR not because of insufficient entropy, but because standard entropy regularization fails to distinguish between useful exploration and spurious noise.
