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With the recent advance of representation learning algorithms on graphs (e.g., DeepWalk/GraphSage) and natural languages (e.g., Word2Vec/BERT) , the state-of-the art models can even achieve human-level performance over many downstream…

社会与信息网络 · 计算机科学 2024-11-12 Xingzhi Guo

Modern society depends on the flow of information over online social networks, and users of popular platforms generate significant behavioral data about themselves and their social ties. However, it remains unclear what fundamental limits…

物理与社会 · 物理学 2019-02-12 James P. Bagrow , Xipei Liu , Lewis Mitchell

On social media platforms and Twitter in particular, specific classes of users such as influencers have been given satisfactory operational definitions in terms of network and content metrics. Others, for instance online activists, are not…

信息检索 · 计算机科学 2019-03-19 Flavio Primo , Paolo Missier , Alexander Romanovsky , Mickael Figueredo , Nelio Cacho

In recent years, social media platforms have hosted an explosion of hate speech and objectionable content. The urgent need for effective automatic hate speech detection models have drawn remarkable investment from companies and researchers.…

计算与语言 · 计算机科学 2020-10-27 Sayyed M. Zahiri , Ali Ahmadvand

We present Tweet2Vec, a novel method for generating general-purpose vector representation of tweets. The model learns tweet embeddings using character-level CNN-LSTM encoder-decoder. We trained our model on 3 million, randomly selected…

计算与语言 · 计算机科学 2016-07-27 Soroush Vosoughi , Prashanth Vijayaraghavan , Deb Roy

The discourse around conspiracy theories is currently thriving amidst the rampant misinformation in online environments. Research in this field has been focused on detecting conspiracy theories on social media, often relying on limited…

社会与信息网络 · 计算机科学 2024-02-06 Margherita Gambini , Serena Tardelli , Maurizio Tesconi

The conventional natural language processing approaches are not accustomed to the social media text due to colloquial discourse and non-homogeneous characteristics. Significantly, the language identification in a multilingual document is…

计算与语言 · 计算机科学 2021-06-30 M Zeeshan Ansari , Tanvir Ahmad , M M Sufyan Beg , Asma Ikram

Nowadays, social media plays an important role in many fields, such as the promotion of measures against major infectious diseases, merchandising, etc. In social media, some people are known as opinion leaders due to their strong ability to…

社会与信息网络 · 计算机科学 2023-05-16 Yunming Hui , Luuk Buijsman , Mel Chekol , Shihan Wang

In recent years, the use of emojis in social media has increased dramatically, making them an important element in understanding online communication. However, predicting the meaning of emojis in a given text is a challenging task due to…

计算与语言 · 计算机科学 2023-08-29 Muhammad Osama Nusrat , Zeeshan Habib , Mehreen Alam , Saad Ahmed Jamal

Text from social media provides a set of challenges that can cause traditional NLP approaches to fail. Informal language, spelling errors, abbreviations, and special characters are all commonplace in these posts, leading to a prohibitively…

机器学习 · 计算机科学 2016-05-18 Bhuwan Dhingra , Zhong Zhou , Dylan Fitzpatrick , Michael Muehl , William W. Cohen

Social media like Twitter provide a common platform to share and communicate personal experiences with other people. People often post their life experiences, local news, and events on social media to inform others. Many rescue agencies…

计算与语言 · 计算机科学 2021-08-25 Ashis Kumar Chanda

In the field of Natural Language Processing, information extraction from texts has been the objective of many researchers for years. Many different techniques have been applied in order to reveal the opinion that a tweet might have, thus…

计算与语言 · 计算机科学 2021-10-05 İsmail Aslan , Yücel Topçu

Working adults spend nearly one third of their daily time at their jobs. In this paper, we study job-related social media discourse from a community of users. We use both crowdsourcing and local expertise to train a classifier to detect…

社会与信息网络 · 计算机科学 2015-11-17 Tong Liu , Christopher M. Homan , Cecilia Ovesdotter Alm , Ann Marie White , Megan C. Lytle-Flint , Henry A. Kautz

Over the past decade humans have experienced exponential growth in the use of online resources, in particular social media and microblogging websites such as Facebook, Twitter, YouTube and also mobile applications such as WhatsApp, Line,…

信息检索 · 计算机科学 2015-09-09 Rishabh Soni , K. James Mathai

Ideological divisions in the United States have become increasingly prominent in daily communication. Accordingly, there has been much research on political polarization, including many recent efforts that take a computational perspective.…

社会与信息网络 · 计算机科学 2023-03-20 Zhiping Xiao , Jeffrey Zhu , Yining Wang , Pei Zhou , Wen Hong Lam , Mason A. Porter , Yizhou Sun

In this report, we propose a new application for twitter data called \textit{job detection}. We identify people's job category based on their tweets. As a preliminary work, we limited our task to identify only IT workers from other job…

计算与语言 · 计算机科学 2017-01-12 Besat Kassaie

Identifying the language of social media messages is an important first step in linguistic processing. Existing models for Twitter focus on content analysis, which is successful for dissimilar language pairs. We propose a label propagation…

计算与语言 · 计算机科学 2016-07-20 Will Radford , Matthias Galle

This paper considers the problem of automatically characterizing overall attitudes and biases that may be associated with emerging information operations via artificial intelligence. Accurate analysis of these emerging topics usually…

计算机与社会 · 计算机科学 2020-12-07 Autumn Toney , Akshat Pandey , Wei Guo , David Broniatowski , Aylin Caliskan

In this paper, we consider the problem of latent sentiment detection in Online Social Networks such as Twitter. We demonstrate the benefits of using the underlying social network as an Ising prior to perform network aided sentiment…

社会与信息网络 · 计算机科学 2014-01-10 Rohit Negi , Vinay Uday Prabhu , Miguel Rodrigues

Anticipation is a fundamental human cognitive ability that involves thinking about and living towards the future. While language markers reflect anticipatory thinking, research on anticipation from the perspective of natural language…

计算机与社会 · 计算机科学 2023-08-07 Alina Landowska , Marek Robak , Maciej Skorski