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DARTopic reshapes the embedding geometry of frozen PLM embeddings, enabling superior topic coherence and clustering without the need for fine-tuning.
By treating 3D scene editing as goal-regressive planning rather than pure generation, Edit-As-Act achieves instruction fidelity, semantic consistency, and physical plausibility that existing methods miss.
