2 papers
cs.CL2026
Shared Worlds, Private Minds: Structured Memory for Long-Form Writing as World Creation
Qiuyu Tian, Xiaowen Gu, Hang Su +9
LLM agents that write long-form fiction need an explicit memory of the evolving storyworld to keep new events consistent with established facts. Such memory must keep heterogeneous…
cs.CL2026
STAGE: A Full-Screenplay Benchmark for Reasoning over Evolving Stories
Qiuyu Tian, Yiding Li, Yingce Xia +9
Movie screenplays are a demanding testbed for long-form narrative understanding, as characters' goals, beliefs, knowledge, and relationships evolve continuously across scenes. Howe…