Figureure 10 · : Activation pathway ablationsFigure 10: Activation pathway ablations. Comparison of TSA with activation-gated decoder participation only, activation-gated state update only, and both pathways jointly gated.这张图/表用于判断 TSA 的实验收益来自哪里。重点看替换、消融或跨模型设置下趋势是否一致，而不是只看单个最高分。Figureure 12 · : Temporal memory ablationFigure 12: Temporal memory ablation. Comparison of different inputs to the Slot Activation Estimator $\Phi _ { \mathrm { a c t } } \colon$ no memory, the previous slot state $\mathbf { S } _ { k , t - 1 }$ , and the temporal memory vector $\mathbf { M } _ { k , t - 1 }$ from the Temporal Context Encoder $\Psi _ { \mathrm { t c e } } .$ .这张图/表用于判断 TSA 的实验收益来自哪里。重点看替换、消融或跨模型设置下趋势是否一致，而不是只看单个最高分。
