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According to screenwriting theory, turning points (e.g., change of plans, major setback, climax) are crucial narrative moments within a screenplay: they define the plot structure, determine its progression and segment the screenplay into…

Computation and Language · Computer Science 2019-09-02 Pinelopi Papalampidi , Frank Keller , Mirella Lapata

A character network is a graph extracted from a narrative, in which vertices represent characters and edges correspond to interactions between them. A number of narrative-related problems can be addressed automatically through the analysis…

Social and Information Networks · Computer Science 2022-06-22 Vincent Labatut , Xavier Bost

Graph-based change point detection (CPD) play an irreplaceable role in discovering anomalous graphs in the time-varying network. While several techniques have been proposed to detect change points by identifying whether there is a…

Social and Information Networks · Computer Science 2022-12-20 Yongshun Gong , Xue Dong , Jian Zhang , Meng Chen

Can Large Language Models (LLMs) simulate humans in making important decisions? Recent research has unveiled the potential of using LLMs to develop role-playing language agents (RPLAs), mimicking mainly the knowledge and tones of various…

Artificial Intelligence · Computer Science 2024-11-19 Rui Xu , Xintao Wang , Jiangjie Chen , Siyu Yuan , Xinfeng Yuan , Jiaqing Liang , Zulong Chen , Xiaoqing Dong , Yanghua Xiao

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…

When reading a literary piece, readers often make inferences about various characters' roles, personalities, relationships, intents, actions, etc. While humans can readily draw upon their past experiences to build such a character-centric…

Computation and Language · Computer Science 2021-09-14 Faeze Brahman , Meng Huang , Oyvind Tafjord , Chao Zhao , Mrinmaya Sachan , Snigdha Chaturvedi

Role-playing (RP) agents rely on behavioral profiles to act consistently across diverse narrative contexts, yet existing profiles are largely unstructured, non-executable, and weakly validated, leading to brittle agent behavior. We propose…

Computation and Language · Computer Science 2026-01-16 Letian Peng , Kun Zhou , Longfei Yun , Yupeng Hou , Jingbo Shang

Script learning studies how stereotypical events unfold, enabling machines to reason about narratives with implicit information. Previous works mostly consider a script as a linear sequence of events while ignoring the potential branches…

Artificial Intelligence · Computer Science 2024-03-19 Zhaoyi Joey Hou , Li Zhang , Chris Callison-Burch

Stories are records of our experiences and their analysis reveals insights into the nature of being human. Successful analyses are often interdisciplinary, leveraging mathematical tools to extract structure from stories and insights from…

Computer Science and Game Theory · Computer Science 2025-12-09 Constantinos Daskalakis , Ian Gemp , Yanchen Jiang , Renato Paes Leme , Christos Papadimitriou , Georgios Piliouras

Blame attribution is one of the key aspects of accountable decision making, as it provides means to quantify the responsibility of an agent for a decision making outcome. In this paper, we study blame attribution in the context of…

Artificial Intelligence · Computer Science 2022-01-26 Stelios Triantafyllou , Adish Singla , Goran Radanovic

This paper investigates a change-point estimation problem in the context of high-dimensional Markov Random Field models. Change-points represent a key feature in many dynamically evolving network structures. The change-point estimate is…

Methodology · Statistics 2018-02-13 Sandipan Roy , Yves Atchade , George Michailidis

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

Computational narrative understanding studies the identification, description, and interaction of the elements of a narrative: characters, attributes, events, and relations. Narrative research has given considerable attention to defining…

Computation and Language · Computer Science 2025-04-22 Sabyasachee Baruah , Shrikanth Narayanan

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

While Large Language Models (LLMs) can serve as agents to simulate human behaviors (i.e., role-playing agents), we emphasize the importance of point-in-time role-playing. This situates characters at specific moments in the narrative…

Computation and Language · Computer Science 2024-05-29 Jaewoo Ahn , Taehyun Lee , Junyoung Lim , Jin-Hwa Kim , Sangdoo Yun , Hwaran Lee , Gunhee Kim

This study investigates the use of large language models (LLMs) for story point estimation. Story points are unitless, project-specific effort estimates that help developers on the scrum team forecast which product backlog items they plan…

Software Engineering · Computer Science 2026-04-09 Pranam Prakash Shetty , Adarsh Balakrishnan , Mengqiao Xu , Xiaoyin Xi , Zhe Yu

Characters are at the heart of every story, driving the plot and engaging readers. In this study, we explore the understanding of characters in full-length books, which contain complex narratives and numerous interacting characters. We…

Computation and Language · Computer Science 2024-10-15 Argyrios Papoudakis , Mirella Lapata , Frank Keller

Tracking characters and locations throughout a story can help improve the understanding of its plot structure. Prior research has analyzed characters and locations from text independently without grounding characters to their locations in…

Computation and Language · Computer Science 2023-05-30 Sandeep Soni , Amanpreet Sihra , Elizabeth F. Evans , Matthew Wilkens , David Bamman

Change-point detection (CPD) aims to detect abrupt changes over time series data. Intuitively, effective CPD over multivariate time series should require explicit modeling of the dependencies across input variables. However, existing CPD…

Machine Learning · Computer Science 2020-09-15 Ruohong Zhang , Yu Hao , Donghan Yu , Wei-Cheng Chang , Guokun Lai , Yiming Yang

Story points are unitless, project-specific effort estimates that help developers plan their sprints. Traditionally, developers have collaboratively estimated story points using planning poker or other manual techniques. Machine learning…

Artificial Intelligence · Computer Science 2026-03-17 Monoshiz Mahbub Khan , Xiaoyin Xi , Andrew Meneely , Yiming Tang , Zhe Yu
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