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Comics offer a compelling yet under-explored domain for computational narrative analysis, combining text and imagery in ways distinct from purely textual or audiovisual media. We introduce ComicScene154, a manually annotated dataset of…

Computation and Language · Computer Science 2025-08-25 Sandro Paval , Ivan P. Yamshchikov , Pascal Meißner

Human communication is often executed in the form of a narrative, an account of connected events composed of characters, actions, and settings. A coherent narrative structure is therefore a requisite for a well-formulated narrative -- be it…

Computation and Language · Computer Science 2020-03-02 Semi Min , Juyong Park

Understanding how humans communicate and perceive narratives is important for media technology research and development. This is particularly important in current times when there are tools and algorithms that are easily available for…

Artificial Intelligence · Computer Science 2023-12-15 Yi-Chun Chen , Arnav Jhala

Discovering content and stories in movies is one of the most important concepts in multimedia content research studies. Network models have proven to be an efficient choice for this purpose. When an audience watches a movie, they usually…

Machine Learning · Computer Science 2019-10-22 Youssef Mourchid , Benjamin Renoust , Olivier Roupin , Le Van , Hocine Cherifi , Mohammed El Hassouni

Story visualization has gained increasing attention in artificial intelligence. However, existing methods still struggle with maintaining a balance between character identity preservation and text-semantics alignment, largely due to a lack…

Computer Vision and Pattern Recognition · Computer Science 2025-02-26 Jinlu Zhang , Jiji Tang , Rongsheng Zhang , Tangjie Lv , Xiaoshuai Sun

Storytelling has always been vital for human nature. From ancient times, humans have used stories for several objectives including entertainment, advertisement, and education. Various analyses have been conducted by researchers and creators…

Computation and Language · Computer Science 2022-05-24 Yusuke Mori , Hiroaki Yamane , Yusuke Mukuta , Tatsuya Harada

We introduce DataTales, a novel benchmark designed to assess the proficiency of language models in data narration, a task crucial for transforming complex tabular data into accessible narratives. Existing benchmarks often fall short in…

Artificial Intelligence · Computer Science 2025-08-26 Yajing Yang , Qian Liu , Min-Yen Kan

Character-level features are currently used in different neural network-based natural language processing algorithms. However, little is known about the character-level patterns those models learn. Moreover, models are often compared only…

Computation and Language · Computer Science 2018-08-30 Fréderic Godin , Kris Demuynck , Joni Dambre , Wesley De Neve , Thomas Demeester

Animated movies are captivating for their unique character designs and imaginative storytelling, yet they pose significant challenges for existing recognition systems. Unlike the consistent visual patterns detected by conventional face…

Computer Vision and Pattern Recognition · Computer Science 2025-09-16 Zhongrui Gui , Junyu Xie , Tengda Han , Weidi Xie , Andrew Zisserman

Mainstream film is one of the richest sources of cultural content that AI systems learn from. Yet we have few tools for measuring the gender values it encodes. We present a proof-of-concept framework that turns fictional film characters…

Human-Computer Interaction · Computer Science 2026-05-22 Vivienne Bihe Chi , Reyhan Jamalova , Lyle Ungar , Sharath Chandra Guntuku

When reading a story, humans can quickly understand new fictional characters with a few observations, mainly by drawing analogies to fictional and real people they already know. This reflects the few-shot and meta-learning essence of…

Computation and Language · Computer Science 2024-02-06 Mo Yu , Qiujing Wang , Shunchi Zhang , Yisi Sang , Kangsheng Pu , Zekai Wei , Han Wang , Liyan Xu , Jing Li , Yue Yu , Jie Zhou

Comprehending characters' personalities is a crucial aspect of story reading. As readers engage with a story, their understanding of a character evolves based on new events and information; and multiple fine-grained aspects of personalities…

Computation and Language · Computer Science 2023-10-31 Mo Yu , Jiangnan Li , Shunyu Yao , Wenjie Pang , Xiaochen Zhou , Zhou Xiao , Fandong Meng , Jie Zhou

The evaluation of narrative quality remains a complex challenge, as it involves subjective factors such as plot, character development, and emotional impact. This work proposes a quantitative approach to narrative assessment by focusing on…

Computation and Language · Computer Science 2026-04-22 Alessandro Maisto

We propose a new large-scale (nearly a million questions) ultra-long-context (more than 50,000 words average document length) reading comprehension dataset. Using GPT 3.5, we summarized each scene in 1,500 hand-curated fiction books from…

Computation and Language · Computer Science 2023-12-11 Arseny Moskvichev , Ky-Vinh Mai

Narratives are fundamental to our understanding of the world, providing us with a natural structure for knowledge representation over time. Computational narrative extraction is a subfield of artificial intelligence that makes heavy use of…

Computation and Language · Computer Science 2023-03-14 Brian Keith Norambuena , Tanushree Mitra , Chris North

Current models for quotation attribution in literary novels assume varying levels of available information in their training and test data, which poses a challenge for in-the-wild inference. Here, we approach quotation attribution as a set…

Computation and Language · Computer Science 2023-07-10 Krishnapriya Vishnubhotla , Frank Rudzicz , Graeme Hirst , Adam Hammond

This report characterized the suitability of existing datasets for devising new Machine Learning models, decision making methods, and analysis algorithms to improve Collaborative Problem Solving and then enumerated requirements for future…

Machine Learning · Computer Science 2024-12-25 Gnaneswar Villuri , Alex Doboli

The style of an image plays a significant role in how it is viewed, but style has received little attention in computer vision research. We describe an approach to predicting style of images, and perform a thorough evaluation of different…

Computer Vision and Pattern Recognition · Computer Science 2021-05-28 Sergey Karayev , Matthew Trentacoste , Helen Han , Aseem Agarwala , Trevor Darrell , Aaron Hertzmann , Holger Winnemoeller

Visual narrative is often a combination of explicit information and judicious omissions, relying on the viewer to supply missing details. In comics, most movements in time and space are hidden in the "gutters" between panels. To follow the…

Computer Vision and Pattern Recognition · Computer Science 2017-05-09 Mohit Iyyer , Varun Manjunatha , Anupam Guha , Yogarshi Vyas , Jordan Boyd-Graber , Hal Daumé , Larry Davis

Recent progress has been made on developing a unified framework for joint text detection and recognition in natural images, but existing joint models were mostly built on two-stage framework by involving ROI pooling, which can degrade the…

Computer Vision and Pattern Recognition · Computer Science 2019-10-18 Linjie Xing , Zhi Tian , Weilin Huang , Matthew R. Scott