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Personality detection aims to detect one's personality traits underlying in social media posts. One challenge of this task is the scarcity of ground-truth personality traits which are collected from self-report questionnaires. Most existing…

Computation and Language · Computer Science 2024-03-13 Linmei Hu , Hongyu He , Duokang Wang , Ziwang Zhao , Yingxia Shao , Liqiang Nie

Personal attacks in the context of social media conversations often lead to fast-paced derailment, leading to even more harmful exchanges being made. State-of-the-art systems for the detection of such conversational derailment often make…

Computation and Language · Computer Science 2023-11-20 Steven Leung , Filippos Papapolyzos

City Logistics is characterized by multiple stakeholders that often have different views of such a complex system. From a public policy perspective, identifying stakeholders, issues and trends is a daunting challenge, only partially…

Machine Learning · Computer Science 2019-06-19 Simon Tamayo , François Combes , Gaudron Arthur

Assessment of job performance, personalized health and psychometric measures are domains where data-driven and ubiquitous computing exhibits the potential of a profound impact in the future. Existing techniques use data extracted from…

Hate speech detection research has predominantly focused on purely content-based methods, without exploiting any additional context. We briefly critique pros and cons of this task formulation. We then investigate profiling users by their…

Computation and Language · Computer Science 2021-12-14 Prateek Chaudhry , Matthew Lease

A major challenge in paraphrase research is the lack of parallel corpora. In this paper, we present a new method to collect large-scale sentential paraphrases from Twitter by linking tweets through shared URLs. The main advantage of our…

Computation and Language · Computer Science 2017-08-02 Wuwei Lan , Siyu Qiu , Hua He , Wei Xu

Despite the many use cases for large language models (LLMs) in creating personalized chatbots, there has been limited research on evaluating the extent to which the behaviors of personalized LLMs accurately and consistently reflect specific…

Computation and Language · Computer Science 2024-04-03 Hang Jiang , Xiajie Zhang , Xubo Cao , Cynthia Breazeal , Deb Roy , Jad Kabbara

What are the limits of automated Twitter sentiment classification? We analyze a large set of manually labeled tweets in different languages, use them as training data, and construct automated classification models. It turns out that the…

Computation and Language · Computer Science 2021-08-31 Igor Mozetic , Miha Grcar , Jasmina Smailovic

Researchers often query online social platforms through their application programming interfaces (API) to find target populations such as people with mental illness~\cite{De-Choudhury2017} and jazz musicians~\cite{heckathorn2001finding}.…

Social and Information Networks · Computer Science 2019-05-14 Suhansanu Kumar , Heting Gao , Changyu Wang , Hari Sundaram , Kevin Chen-Chuan Chang

Open-domain dialogue agents must be able to converse about many topics while incorporating knowledge about the user into the conversation. In this work we address the acquisition of such knowledge, for personalization in downstream Web…

Computation and Language · Computer Science 2019-04-25 Anna Tigunova , Andrew Yates , Paramita Mirza , Gerhard Weikum

Automatic sentiment analysis play vital role in decision making. Many organizations spend a lot of budget to understand their customer satisfaction by manually going over their feedback/comments or tweets. Automatic sentiment analysis can…

Computation and Language · Computer Science 2021-07-07 Mohammad Aimal , Maheen Bakhtyar , Junaid Baber , Sadia Lakho , Umar Mohammad , Warda Ahmed , Jahanvash Karim

Personal attributes represent structured information about a person, such as their hobbies, pets, family, likes and dislikes. We introduce the tasks of extracting and inferring personal attributes from human-human dialogue, and analyze the…

Computation and Language · Computer Science 2022-04-20 Zhilin Wang , Xuhui Zhou , Rik Koncel-Kedziorski , Alex Marin , Fei Xia

Social animals, including humans, have a broad range of personality traits, which can be used to predict individual behavioral responses and decisions. Current methods to quantify individual personality traits in humans rely on self-report…

Social and Information Networks · Computer Science 2024-09-20 Yuval Samoilov-Katz , Yoram Louzoun , Lev Muchnik , Adam Zaidel

This article describes a data driven method for deriving the relationship between personality and media preferences. A qunatifiable representation of such a relationship can be leveraged for use in recommendation systems and ameliorate the…

Social and Information Networks · Computer Science 2016-12-15 Mason Bretan

Social media, as a means for computer-mediated communication, has been extensively used to study the sentiment expressed by users around events or topics. There is however a gap in the longitudinal study of how sentiment evolved in social…

Social and Information Networks · Computer Science 2025-03-25 Wenjie Yin , Rabab Alkhalifa , Arkaitz Zubiaga

People spend considerable effort managing the impressions they give others. Social psychologists have shown that people manage these impressions differently depending upon their personality. Facebook and other social media provide a new…

Computer Vision and Pattern Recognition · Computer Science 2017-08-15 Cristina Segalin , Fabio Celli , Luca Polonio , Michal Kosinski , David Stillwell , Nicu Sebe , Marco Cristani , Bruno Lepri

In the last couple decades, social network services like Twitter have generated large volumes of data about users and their interests, providing meaningful business intelligence so organizations can better understand and engage their…

Computation and Language · Computer Science 2017-12-01 Angela Lin

Applying natural language processing for mining and intelligent information access to tweets (a form of microblog) is a challenging, emerging research area. Unlike carefully authored news text and other longer content, tweets pose a number…

Computation and Language · Computer Science 2014-11-26 Leon Derczynski , Diana Maynard , Giuseppe Rizzo , Marieke van Erp , Genevieve Gorrell , Raphaël Troncy , Johann Petrak , Kalina Bontcheva

It has become apparent that models that have been applied widely in economics, including Machine Learning techniques and Data Mining methods, should take into consideration principles that derive from the theories of Personality Psychology…

Machine Learning · Computer Science 2013-07-09 Alexandros Ladas , Uwe Aickelin , Jon Garibaldi , Eamonn Ferguson

Users in Online Social Networks (OSN) leaves traces that reflect their personality characteristics. The study of these traces is important for a number of fields, such as a social science, psychology, OSN, marketing, and others. Despite a…

Social and Information Networks · Computer Science 2020-09-24 Dimitra Karanatsiou , Pavlos Sermpezis , Jon Gruda , Konstantinos Kafetsios , Ilias Dimitriadis , Athena Vakali