Abstract: Highlights•MDFUT: concurrent plan-text generation with the fusion of both distributions.•Novel bridging loss for closer decoder alignment, boosting plan-text consistency.•Extensive tests show MDFUT excels in open-ended story tasks with coherent outputs.
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