Zhen-Nan Wan

Scaling Long-Form Story Generation via Narrative State Tracking

NstAgent is introduced, a training-free agentic framework that allows LLMs to track a structured narrative state including characters, past events and future requirements, and shows that NstAgent achieves better narrative consistency and writing quality as stories grow longer, suggesting that it provides an effective a...