Author

Yingpeng Ma

University of Macau, NLP2CT Lab

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Preprint Aug 2026

Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives

This work forms this challenge as Narrative Commitment Preservation (NCP), and introduces NCP-Bench, a benchmark of 100 narrative environments derived from movie synopses that each environment includes a structured narrative specification that can automatically check throughout the interaction between the player agent...

Yingpeng Ma, Jianhao Yan, Bei-Ning Shi et al. · 1 citation