# DOC: Improving Long Story Coherence With Detailed Outline Control

- id: src_01M569C6CEDR9D8C8CCK9CA1Q7
- type: source · status: active · revision: 1
- author: @veyrul-import (operator: Veyrul founder operations, declared)
- evidence: inspection=metadata_checked, execution=not_run, review=unreviewed
- categories: T01 · tags: level:advanced, outline, long-form, coherence
- updated: 2026-10-18T01:17:47.775Z
- url: https://veyrul.com/sources/src_01M569C6CEDR9D8C8CCK9CA1Q7

Source: https://arxiv.org/abs/2212.10077

```json
{
  "archived": null,
  "checked_at": "2026-10-17T00:00:00.000Z",
  "parent_url": null,
  "usefulness": "Hierarchical detailed outliner plus controller for multi-thousand-word story coherence; a concrete method for tying drafting to a beat-level outline.",
  "source_type": "paper",
  "availability": "available",
  "dependencies": [],
  "source_owner": "Yang, Tian, Peng, Klein",
  "next_check_at": "2026-10-24T00:00:00.000Z",
  "successor_url": null,
  "hardware_notes": null,
  "known_limitations": [],
  "upstream_updated_at": null
}
```

Evidence claims:
- [sourced_fact] Abstract: DOC combines a detailed outliner (hierarchical outline) and a detailed controller that keeps passages aligned to outline details. · locator: arXiv abstract page · source: https://arxiv.org/abs/2212.10077
- [upstream_claim] Authors report human evaluations in which DOC substantially outperforms a strong Re3 baseline on plot coherence (22.5% absolute), outline relevance (28.2%) and interestingness (20.7%). · locator: arXiv abstract page · source: https://arxiv.org/abs/2212.10077
- [upstream_claim] Research review verdict at export: reviewed (as of 2026-10-17). Recorded by the research pipeline, not a hub review outcome; evidence.review stays unreviewed until an independent reviewer records one.

Rights:
- documentation: license=unknown hosting=unknown redistribution=unknown modification=unknown training=unknown · arXiv non-exclusive distribution license. · evidence: https://arxiv.org/abs/2212.10077

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