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This paper introduces a large collection of time series data derived from Twitter, postprocessed using word embedding techniques, as well as specialized fine-tuned language models. This data comprises the past five years and captures…

Computation and Language · Computer Science 2023-08-07 Daniel Loureiro , Kiamehr Rezaee , Talayeh Riahi , Francesco Barbieri , Leonardo Neves , Luis Espinosa Anke , Jose Camacho-Collados

Associating geo-coordinates with the content of social media posts can enhance many existing applications and services and enable a host of new ones. Unfortunately, a majority of social media posts are not tagged with geo-coordinates. Even…

Information Retrieval · Computer Science 2014-10-20 Derek Doran , Swapna Gokhale , Aldo Dagnino

Spanish is one of the most spoken languages in the globe, but not necessarily Spanish is written and spoken in the same way in different countries. Understanding local language variations can help to improve model performances on regional…

Computation and Language · Computer Science 2022-12-13 Eric S. Tellez , Daniela Moctezuma , Sabino Miranda , Mario Graff , Guillermo Ruiz

This research is aimed to solve the tweet/user geolocation prediction task and provide a flexible methodology for the geotagging of textual big data. The suggested approach implements neural networks for natural language processing (NLP) to…

Computation and Language · Computer Science 2025-01-13 Kateryna Lutsai , Christoph H. Lampert

With the increasing use of the Internet and mobile devices, social networks are becoming the most used media to communicate citizens' ideas and thoughts. This information is very useful to identify communities with common ideas based on…

Social and Information Networks · Computer Science 2019-04-22 Vargas-Calderón Vladimir , Camargo Jorge

Social media outlets such as Twitter constitute valuable data sources for understanding human activities in the virtual world from a geographic perspective. This paper examines spatial distribution of tweets and densities within cities. The…

Physics and Society · Physics 2020-09-04 Bin Jiang , Ding Ma , Junjun Yin , Mats Sandberg

The movements of ideas and content between locations and languages are unquestionably crucial concerns to researchers of the information age, and Twitter has emerged as a central, global platform on which hundreds of millions of people…

Computers and Society · Computer Science 2014-08-19 Mark Graham , Scott A. Hale , Devin Gaffney

Contemporary datasets on tobacco consumption focus on one of two topics, either public health mentions and disease surveillance, or sentiment analysis on topical tobacco products and services. However, two primary considerations are not…

Computation and Language · Computer Science 2020-06-16 Kartikey Pant , Venkata Himakar Yanamandra , Alok Debnath , Radhika Mamidi

With the rise in popularity of public social media and micro-blogging services, most notably Twitter, the people have found a venue to hear and be heard by their peers without an intermediary. As a consequence, and aided by the public…

Computation and Language · Computer Science 2016-06-21 Prashanth Vijayaraghavan , Soroush Vosoughi , Deb Roy

Traditional semantic similarity models often fail to encapsulate the external context in which texts are situated. However, textual datasets generated on mobile platforms can help us build a truer representation of semantic similarity by…

Computation and Language · Computer Science 2018-12-27 Peter Hansel , Nik Marda , William Yin

Social media is becoming a primary medium to discuss what is happening around the world. Therefore, the data generated by social media platforms contain rich information which describes the ongoing events. Further, the timeliness associated…

Information Retrieval · Computer Science 2021-05-27 Hansi Hettiarachchi , Mariam Adedoyin-Olowe , Jagdev Bhogal , Mohamed Medhat Gaber

Analysing multilingual social media discourse remains a major challenge in natural language processing, particularly when large-scale public debates span across diverse languages. This study investigates how different approaches for…

Computation and Language · Computer Science 2026-02-20 Deepak Uniyal , Md Abul Bashar , Richi Nayak

Sentiment analysis of social media data consists of attitudes, assessments, and emotions which can be considered a way human think. Understanding and classifying the large collection of documents into positive and negative aspects are a…

Computation and Language · Computer Science 2020-07-16 Aditya Sharma , Alex Daniels

Social media platforms, such as Twitter, provide a totally new perspective in dealing with the traffic problems and is anticipated to complement the traditional methods. The geo-tagged tweets can provide the Twitter users' location…

Social and Information Networks · Computer Science 2021-01-28 Zhenhua Zhang

Social media users share billions of items per year, only a small fraction of which is geotagged. We present a data- driven approach for identifying non-geotagged content items that can be associated with a hyper-local geographic area by…

Information Retrieval · Computer Science 2015-02-03 David Flatow , Mor Naaman , Ke Eddie Xie , Yana Volkovich , Yaron Kanza

Emojis are being frequently used in todays digital world to express from simple to complex thoughts more than ever before. Hence, they are also being used in sentiment analysis and targeted marketing campaigns. In this work, we performed…

Computation and Language · Computer Science 2025-02-20 Sirisha Velampalli , Chandrashekar Muniyappa , Ashutosh Saxena

Twitter is perhaps the social media more amenable for research. It requires only a few steps to obtain information, and there are plenty of libraries that can help in this regard. Nonetheless, knowing whether a particular event is expressed…

Computation and Language · Computer Science 2021-11-25 Mario Graff , Daniela Moctezuma , Sabino Miranda-Jiménez , Eric S. Tellez

The emergence of large stores of transactional data generated by increasing use of digital devices presents a huge opportunity for policymakers to improve their knowledge of the local environment and thus make more informed and better…

Computers and Society · Computer Science 2017-10-27 Graham McNeill , Jonathan Bright , Scott A. Hale

We propose an end-to-end neural network to predict the geolocation of a tweet. The network takes as input a number of raw Twitter metadata such as the tweet message and associated user account information. Our model is language independent,…

Computation and Language · Computer Science 2017-10-16 Jey Han Lau , Lianhua Chi , Khoi-Nguyen Tran , Trevor Cohn

Many network analysis tasks in social sciences rely on pre-existing data sources that were created with explicit relations or interactions between entities under consideration. Examples include email logs, friends and followers networks on…

Social and Information Networks · Computer Science 2017-04-20 Lin Li , William M. Campbell , Cagri Dagli , Joseph P. Campbell