Narrative Consistency

Lost in Stories: How LLMs Lose the Thread in Long Narratives

ConStory-Bench measures consistency in 10,000-word stories: GPT-5-Reasoning leads with 0.113 errors per 10k words, and its checker finds 3.2x more bugs than experts.