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Merging transformers sequentially along their execution path, rather than layer-by-layer, dramatically reduces error accumulation and unlocks principled multi-task capacity expansion.
GD and SGD can exhibit unexpected stability or divergence near minima due to nonlinear dynamics, challenging the validity of relying solely on linear stability analysis.
