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We propose a new task for assessing machines' skills of understanding fictional characters in narrative stories. The task, TVShowGuess, builds on the scripts of TV series and takes the form of guessing the anonymous main characters based on…

Computation and Language · Computer Science 2022-04-19 Yisi Sang , Xiangyang Mou , Mo Yu , Shunyu Yao , Jing Li , Jeffrey Stanton

We provide a dataset that enables the creation of learning agents that can build knowledge graph-based world models of interactive narratives. Interactive narratives -- or text-adventure games -- are partially observable environments…

Computation and Language · Computer Science 2021-06-18 Prithviraj Ammanabrolu , Mark O. Riedl

Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging. In this paper, we introduce MovieNet -- a holistic dataset for…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Qingqiu Huang , Yu Xiong , Anyi Rao , Jiaze Wang , Dahua Lin

Characters are essential to the plot of any story. Establishing the characters before writing a story can improve the clarity of the plot and the overall flow of the narrative. However, previous work on visual storytelling tends to focus on…

Computation and Language · Computer Science 2023-04-03 Danyang Liu , Frank Keller

Script knowledge consists of detailed information on everyday activities. Such information is often taken for granted in text and needs to be inferred by readers. Therefore, script knowledge is a central component to language comprehension.…

Computation and Language · Computer Science 2019-06-11 Lilian D. A. Wanzare , Michael Roth , Manfred Pinkal

Many classical fairy tales, fiction, and screenplays leverage dialogue to advance story plots and establish characters. We present the first study to explore whether machines can understand and generate dialogue in stories, which requires…

Computation and Language · Computer Science 2022-12-13 Jianzhu Yao , Ziqi Liu , Jian Guan , Minlie Huang

The study of dreams has been central to understanding human (un)consciousness, cognition, and culture for centuries. Analyzing dreams quantitatively depends on labor-intensive, manual annotation of dream narratives. We automate this process…

Computation and Language · Computer Science 2024-03-26 Gustave Cortal

We introduce a neural machine translation model that views the input and output sentences as sequences of characters rather than words. Since word-level information provides a crucial source of bias, our input model composes representations…

Computation and Language · Computer Science 2015-11-17 Wang Ling , Isabel Trancoso , Chris Dyer , Alan W Black

Movie screenplays are rich long-form narratives that interleave complex character relationships, temporally ordered events, and dialogue-driven interactions. While prior benchmarks target individual subtasks such as question answering or…

Computation and Language · Computer Science 2026-05-27 Qiuyu Tian , Zequn Liu , Yiding Li , Fengyi Chen , Youyong Kong , Fan Guo , Yuyao Li , Jinjing Shen , Zhijing Xie , Yiyun Luo , Xin Zhang , Yingce Xia

We present CharacterChat, a concept and chatbot to support writers in creating fictional characters. Concretely, writers progressively turn the bot into their imagined character through conversation. We iteratively developed CharacterChat…

Human-Computer Interaction · Computer Science 2021-06-24 Oliver Schmitt , Daniel Buschek

Recent years have witnessed increasing attention in cartoon media, powered by the strong demands of industrial applications. As the first step to understand this media, cartoon face recognition is a crucial but less-explored task with few…

Computer Vision and Pattern Recognition · Computer Science 2020-06-30 Yi Zheng , Yifan Zhao , Mengyuan Ren , He Yan , Xiangju Lu , Junhui Liu , Jia Li

The improved generative capabilities of large language models have made them a powerful tool for creative writing and storytelling. It is therefore important to quantitatively understand the nature of generated stories, and how they differ…

Computation and Language · Computer Science 2024-11-26 Xi Yu Huang , Krishnapriya Vishnubhotla , Frank Rudzicz

Recent advances in AI has made automated analysis of complex media content at scale possible while generating actionable insights regarding character representation along such dimensions as gender and age. Past works focused on quantifying…

Human-Computer Interaction · Computer Science 2025-08-28 Evdoxia Taka , Debadyuti Bhattacharya , Joanne Garde-Hansen , Sanjay Sharma , Tanaya Guha

Automatic extraction of narrative elements from text, combining narrative theories with computational models, has been receiving increasing attention over the last few years. Previous works have utilized the oral narrative theory by Labov…

Computation and Language · Computer Science 2022-10-07 Effi Levi , Guy Mor , Tamir Sheafer , Shaul R. Shenhav

Different from short videos and GIFs, video stories contain clear plots and lists of principal characters. Without identifying the connection between appearing people and character names, a model is not able to obtain a genuine…

Computer Vision and Pattern Recognition · Computer Science 2020-05-19 Shijie Geng , Ji Zhang , Zuohui Fu , Peng Gao , Hang Zhang , Gerard de Melo

Reader reviews of literary fiction on social media, especially those in persistent, dedicated forums, create and are in turn driven by underlying narrative frameworks. In their comments about a novel, readers generally include only a subset…

Semantic annotation of long texts, such as novels, remains an open challenge in Natural Language Processing (NLP). This research investigates the problem of detecting person entities and assigning them unique identities, i.e., recognizing…

Computation and Language · Computer Science 2021-10-05 Weronika Łajewska , Anna Wróblewska

As AI systems become an increasing part of people's everyday lives, it becomes ever more important that they understand people's ethical norms. Motivated by descriptive ethics, a field of study that focuses on people's descriptive judgments…

Computation and Language · Computer Science 2021-03-25 Nicholas Lourie , Ronan Le Bras , Yejin Choi

Recently, the advent of large language models (LLMs) has revolutionized generative agents. Among them, Role-Playing Conversational Agents (RPCAs) attract considerable attention due to their ability to emotionally engage users. However, the…

Computation and Language · Computer Science 2024-01-10 Quan Tu , Shilong Fan , Zihang Tian , Rui Yan

We introduce a collection of recognizing textual entailment (RTE) datasets focused on figurative language. We leverage five existing datasets annotated for a variety of figurative language -- simile, metaphor, and irony -- and frame them…

Computation and Language · Computer Science 2021-06-04 Tuhin Chakrabarty , Debanjan Ghosh , Adam Poliak , Smaranda Muresan