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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

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

Understanding a narrative requires reading between the lines and reasoning about the unspoken but obvious implications about events and people's mental states - a capability that is trivial for humans but remarkably hard for machines. To…

Computation and Language · Computer Science 2018-05-18 Hannah Rashkin , Antoine Bosselut , Maarten Sap , Kevin Knight , Yejin Choi

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

Given a user's historical interaction sequence, online novel recommendation suggests the next novel the user may be interested in. Online novel recommendation is important but underexplored. In this paper, we concentrate on recommending…

Information Retrieval · Computer Science 2022-09-07 Yuncong Li , Cunxiang Yin , Yancheng He , Guoqiang Xu , Jing Cai , Leeven Luo , Sheng-hua Zhong

Personality detection is an old topic in psychology and Automatic Personality Prediction (or Perception) (APP) is the automated (computationally) forecasting of the personality on different types of human generated/exchanged contents (such…

In this paper, we introduce the NameRec* task, which aims to do highly accurate and fine-grained person name recognition. Traditional Named Entity Recognition models have good performance in recognising well-formed person names from text…

Computation and Language · Computer Science 2021-03-24 Rui Zhang , Yimeng Dai , Shijie Liu

An NLP model that understands stories should be able to understand the characters in them. To support the development of neural models for this purpose, we construct a benchmark, Story2Personality. The task is to predict a movie character's…

Artificial Intelligence · Computer Science 2022-10-21 Yisi Sang , Xiangyang Mou , Mo Yu , Dakuo Wang , Jing Li , Jeffrey Stanton

We consider a scenario where an artificial agent is reading a stream of text composed of a set of narrations, and it is informed about the identity of some of the individuals that are mentioned in the text portion that is currently being…

Computation and Language · Computer Science 2020-04-29 Marco Maggini , Giuseppe Marra , Stefano Melacci , Andrea Zugarini

Reading comprehension continues to be a crucial research focus in the NLP community. Recent advances in Machine Reading Comprehension (MRC) have mostly centered on literal comprehension, referring to the surface-level understanding of…

Computation and Language · Computer Science 2024-04-09 Yigeng Zhang , Fabio A. González , Thamar Solorio

Personality is considered one of the most influential research topics in psychology, as it predicts many consequential outcomes such as mental and physical health and explains human behaviour. With the widespread use of social networks as a…

Computation and Language · Computer Science 2023-02-28 Giorgia Adorni

Autonomous agents that can engage in social interactions witha human is the ultimate goal of a myriad of applications. A keychallenge in the design of these applications is to define the socialbehavior of the agent, which requires extensive…

Human-Computer Interaction · Computer Science 2021-07-20 Diogo S. Carvalho , Joana Campos , Manuel Guimarães , Ana Antunes , João Dias , Pedro A. Santos

The ability of machines to grasp spatial understanding within narrative contexts is an intriguing aspect of reading comprehension that continues to be studied. Motivated by the goal to test the AI's competence in understanding the…

Computation and Language · Computer Science 2025-04-07 Batuhan Ozyurt , Roya Arkhmammadova , Deniz Yuret

Large language models (LLMs) have demonstrated impressive performance and spurred numerous AI applications, in which role-playing agents (RPAs) are particularly popular, especially for fictional characters. The prerequisite for these RPAs…

Computation and Language · Computer Science 2024-10-10 Xinfeng Yuan , Siyu Yuan , Yuhan Cui , Tianhe Lin , Xintao Wang , Rui Xu , Jiangjie Chen , Deqing Yang

Analyzing the readability of articles has been an important sociolinguistic task. Addressing this task is necessary to the automatic recommendation of appropriate articles to readers with different comprehension abilities, and it further…

Information Retrieval · Computer Science 2021-03-09 Changping Meng , Muhao Chen , Jie Mao , Jennifer Neville

Person search aims to jointly localize and identify a query person from natural, uncropped images, which has been actively studied over the past few years. In this paper, we delve into the rich context information globally and locally…

Computer Vision and Pattern Recognition · Computer Science 2023-03-01 Jie Qin , Peng Zheng , Yichao Yan , Rong Quan , Xiaogang Cheng , Bingbing Ni

Many creative writing tasks (e.g., fiction writing) require authors to write complex narrative components (e.g., characterization, events, dialogue) over the course of a long story. Similarly, literary scholars need to manually annotate and…

Human-Computer Interaction · Computer Science 2023-08-09 Md Naimul Hoque , Bhavya Ghai , Kari Kraus , Niklas Elmqvist

While valuable datasets such as PersonaChat provide a foundation for training persona-grounded dialogue agents, they lack diversity in conversational and narrative settings, primarily existing in the "real" world. To develop dialogue agents…

Computation and Language · Computer Science 2024-01-15 Alexandra DeLucia , Mengjie Zhao , Yoshinori Maeda , Makoto Yoda , Keiichi Yamada , Hiromi Wakaki

Individual personalities significantly influence our perceptions, decisions, and social interactions, which is particularly crucial for gaining insights into human behavior patterns in online social network analysis. Many psychological…

Social and Information Networks · Computer Science 2024-07-08 Zhiyao Shu , Xiangguo Sun , Hong Cheng

Personality recognition aims to identify the personality traits implied in user data such as dialogues and social media posts. Current research predominantly treats personality recognition as a classification task, failing to reveal the…

Computation and Language · Computer Science 2024-10-01 Lei Sun , Jinming Zhao , Qin Jin
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