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We propose the Detailed Outline Control (DOC) framework for improvinglong-range plot coherence when automatically generatingseveral-thousand-word-long stories. DOC consists of two complementarycomponents: a detailed outliner and a detailed controller. The detailedoutliner creates a more detailed, hierarchically structured outline, shiftingcreative burden from the main drafting procedure to the planning stage. Thedetailed controller ensures the more detailed outline is still respected duringgeneration by controlling story passages to align with outline details. Inhuman evaluations of automatically generated stories, DOC substantiallyoutperforms a strong Re3 baseline (Yang et al., 2022) on plot coherence (22.5%absolute gain), outline relevance (28.2%), and interestingness (20.7%). Humansalso judged DOC to be much more controllable in an interactive generationsetting.

DOC: Improving Long Story Coherence With Detailed Outline Control