PLOTTER: Graph-Based Narrative Planning for LLMs
A new framework called PLOTTER improves narrative generation in large language models by planning on structural graph representations rather than sequential text. It uses an Evaluate-Plan-Revise cycle on event and character graphs to ensure global coherence, logical consistency, and smooth character development. Experiments show PLOTTER outperforms baselines across diverse narrative scenarios.
Key facts
- PLOTTER is a framework for narrative planning on structural graph representations.
- It uses an Evaluate-Plan-Revise cycle on event and character graphs.
- The approach addresses issues of global narrative coherence and logical consistency.
- PLOTTER outperforms representative baselines in experiments.
- The research is published as arXiv:2604.21253.
Entities
Institutions
- arXiv