6 papers
StoryLens: Preference-Aligned Story Rewriting via Context-Aware Narrative Enrichment
Hanwen Cui, Yuting Mei, Yuhang Fu +2
Story rewriting aims to adapt existing narratives to diverse reader preferences while preserving plot consistency and narrative coherence. Unlike conventional work on style transfe…
MCSC-Bench: Multimodal Context-to-Script Creation for Realistic Video Production
Huanran Hu, Zihui Ren, Dingyi Yang +4
Real-world video creation often involves a complex reasoning workflow of selecting relevant shots from noisy materials, planning missing shots for narrative completeness, and organ…
Are LLMs Smarter Than Chimpanzees? An Evaluation on Perspective Taking and Knowledge State Estimation
Dingyi Yang, Junqi Zhao, Xue Li +2
Cognitive anthropology suggests that the distinction of human intelligence lies in the ability to infer other individuals' knowledge states and understand their intentions. In comp…
What Matters in Evaluating Book-Length Stories? A Systematic Study of Long Story Evaluation
Dingyi Yang, Qin Jin
In this work, we conduct systematic research in a challenging area: the automatic evaluation of book-length stories (>100K tokens). Our study focuses on two key questions: (1) unde…
Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding
Ye Wang, Ziheng Wang, Boshen Xu +14
Temporal Video Grounding (TVG), the task of locating specific video segments based on language queries, is a core challenge in long-form video understanding. While recent Large Vis…
Synchronized Video Storytelling: Generating Video Narrations with Structured Storyline
Dingyi Yang, Chunru Zhan, Ziheng Wang +4
Video storytelling is engaging multimedia content that utilizes video and its accompanying narration to attract the audience, where a key challenge is creating narrations for recor…