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In applications involving conversational speech, data sparsity is a limiting factor in building a better language model. We propose a simple, language-independent method to quickly harvest large amounts of data from Twitter to supplement a…

Computation and Language · Computer Science 2015-04-13 Aaron Jaech , Mari Ostendorf

Geo-tagged Twitter data has been used recently to infer insights on the human aspects of social media. Insights related to demographics, spatial distribution of cultural activities, space-time travel trajectories for humans as well as…

Social and Information Networks · Computer Science 2019-07-30 Wei Lun Lim , Chiung Ching Ho , Choo-Yee Ting

Our paper studies the predictability of online speech -- that is, how well language models learn to model the distribution of user generated content on X (previously Twitter). We define predictability as a measure of the model's…

Computation and Language · Computer Science 2026-01-07 Mina Remeli , Moritz Hardt , Robert C. Williamson

Background: Studies examining how sentiment on social media varies depending on timing and location appear to produce inconsistent results, making it hard to design systems that use sentiment to detect localized events for public health…

Social and Information Networks · Computer Science 2019-05-16 Zubair Shah , Paige Martin , Enrico Coiera , Kenneth D. Mandl , Adam G. Dunn

Sociological studies on transnational migration are often based on surveys or interviews, an expensive and time consuming approach. On the other hand, the pervasiveness of mobile phones and location aware social networks has introduced new…

Social and Information Networks · Computer Science 2015-07-23 Victor R. Martinez , Antonio Mancilla , Victor M. Gonzalez

Twitter has become a pivotal platform for conducting information operations (IOs), particularly during high-stakes political events. In this study, we analyze over a million tweets about the 2024 U.S. presidential election to explore an…

Social and Information Networks · Computer Science 2025-01-17 Bowen Yi

The rise in popularity and ubiquity of Twitter has made sentiment analysis of tweets an important and well-covered area of research. However, the 140 character limit imposed on tweets makes it hard to use standard linguistic methods for…

Social and Information Networks · Computer Science 2021-01-05 Soroush Vosoughi , Helen Zhou , Deb Roy

Political identity is often manifested in language variation, but the relationship between the two is still relatively unexplored from a quantitative perspective. This study examines the use of Catalan, a language local to the…

Computation and Language · Computer Science 2018-04-17 Ian Stewart , Yuval Pinter , Jacob Eisenstein

Social media users express their political preferences via interaction with other users, by spontaneous declarations or by participation in communities within the network. This makes a social network such as Twitter a valuable data source…

Social and Information Networks · Computer Science 2024-06-13 Joseba Fernandez de Landa , Rodrigo Agerri

Social media platforms have become essential spaces for public discourse. While political polarisation and limited communication across different groups are widely acknowledged, the connection between social network fragmentation and the…

Social Internet content plays an increasingly critical role in many domains, including public health, disaster management, and politics. However, its utility is limited by missing geographic information; for example, fewer than 1.6% of…

Social and Information Networks · Computer Science 2013-11-19 Reid Priedhorsky , Aron Culotta , Sara Y. Del Valle

Dialect variation is of considerable interest in linguistics and other social sciences. However, traditionally it has been studied using proxies (transcriptions) rather than acoustic recordings directly. We introduce novel statistical…

Methodology · Statistics 2018-07-02 Shahin Tavakoli , Davide Pigoli , John A. D. Aston , John S. Coleman

Several computational models have been developed to detect and analyze dialect variation in recent years. Most of these models assume a predefined set of geographical regions over which they detect and analyze dialectal variation. However,…

Computation and Language · Computer Science 2019-10-17 Hang Jiang , Haoshen Hong , Yuxing Chen , Vivek Kulkarni

This paper evaluates large georeferenced corpora, taken from both web-crawled and social media sources, against ground-truth population and language-census datasets. The goal is to determine (i) which dataset best represents population…

Computation and Language · Computer Science 2020-04-03 Jonathan Dunn , Ben Adams

Research from a variety of fields including psychology and linguistics have found correlations and patterns in personal attributes and behavior, but efforts to understand the broader heterogeneity in human behavior have not yet integrated…

Physics and Society · Physics 2017-08-10 Vincent Wong , Yaneer Bar-Yam

Investigating linguistic relationships on a global scale requires analyzing diverse features such as syntax, phonology and prosody, which evolve at varying rates influenced by internal diversification, language contact, and sociolinguistic…

Computation and Language · Computer Science 2025-06-11 Tuukka Törö , Antti Suni , Juraj Šimko

Nowadays, geographic information related to Twitter is crucially important for fine-grained applications. However, the amount of geographic information avail- able on Twitter is low, which makes the pursuit of many applications challenging.…

Computation and Language · Computer Science 2017-05-09 Hayate Iso , Shoko Wakamiya , Eiji Aramaki

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

In this era of digitization, knowing the user's sociolect aspects have become essential features to build the user specific recommendation systems. These sociolect aspects could be found by mining the user's language sharing in the form of…

Computation and Language · Computer Science 2018-04-13 Barathi Ganesh HB , Anand Kumar M , Soman KP

The prevalence of social media presents a growing opportunity to collect and analyse examples of English varieties. Whilst usage of these varieties was - and, in many cases, still is - used only in spoken contexts or hard-to-access private…

Computation and Language · Computer Science 2024-01-23 Nhi Pham , Lachlan Pham , Adam L. Meyers