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This paper discusses the results obtained for different techniques applied for performing the sentiment analysis of social media (Twitter) code-mixed text written in Hinglish. The various stages involved in performing the sentiment analysis…

Computation and Language · Computer Science 2021-02-25 Gaurav Singh

This paper uses the BERT model, which is a transformer-based architecture, to solve task 4A, English Language, Sentiment Analysis in Twitter of SemEval2017. BERT is a very powerful large language model for classification tasks when the…

Computation and Language · Computer Science 2024-08-31 Rupak Kumar Das , Ted Pedersen

The automatic identification of offensive language such as hate speech is important to keep discussions civil in online communities. Identifying hate speech in multimodal content is a particularly challenging task because offensiveness can…

Computation and Language · Computer Science 2024-02-20 Amrita Ganguly , Al Nahian Bin Emran , Sadiya Sayara Chowdhury Puspo , Md Nishat Raihan , Dhiman Goswami , Marcos Zampieri

We present the findings of our participation in the SemEval-2023 Task 10: Explainable Detection of Online Sexism (EDOS) task, a shared task on offensive language (sexism) detection on English Gab and Reddit dataset. We investigated the…

In recent years, the growing ubiquity of Internet memes on social media platforms, such as Facebook, Instagram, and Twitter, has become a topic of immense interest. However, the classification and recognition of memes is much more…

Computation and Language · Computer Science 2020-07-29 Li Yuan , Jin Wang , Xuejie Zhang

In recent years, there has been a surge of interest in research on automatic mental health detection (MHD) from social media data leveraging advances in natural language processing and machine learning techniques. While significant progress…

Computation and Language · Computer Science 2022-12-21 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

We provide the first exploration of sentence embeddings from text-to-text transformers (T5). Sentence embeddings are broadly useful for language processing tasks. While T5 achieves impressive performance on language tasks cast as…

Computation and Language · Computer Science 2021-12-15 Jianmo Ni , Gustavo Hernández Ábrego , Noah Constant , Ji Ma , Keith B. Hall , Daniel Cer , Yinfei Yang

This study details the progress in transportation data analysis with a novel computing framework in keeping with the continuous evolution of the computing technology. The computing framework combines the Labelled Latent Dirichlet Allocation…

Social and Information Networks · Computer Science 2019-08-30 Sakib Mahmud Khan , Mashrur Chowdhury , Linh B. Ngo , Amy Apon

We present the findings of SemEval-2023 Task 12, a shared task on sentiment analysis for low-resource African languages using Twitter dataset. The task featured three subtasks; subtask A is monolingual sentiment classification with 12…

Motivated with recent advances in inferring users' mental state in social media posts, we identify and formulate the problem of finding causal indicators behind mental illness in self-reported text. In the past, we witness the presence of…

Computation and Language · Computer Science 2023-04-11 Muskan Garg

The Incident streams (IS) track is a research challenge aimed at finding important information from social media during crises for emergency response purposes. More specifically, given a stream of crisis-related tweets, the IS challenge…

Computation and Language · Computer Science 2021-03-01 Congcong Wang , David Lillis

Detecting and preventing outbreaks of mosquito-borne diseases such as Dengue and Zika in Brasil and other tropical regions has long been a priority for governments in affected areas. Streaming social media content, such as Twitter, is…

Social and Information Networks · Computer Science 2016-05-04 Paolo Missier , Alexander Romanovsky , Tudor Miu , Atinder Pal , Michael Daniilakis , Alessandro Garcia , Diego Cedrim , Leonardo da Silva Sousa

The prevalence of toxic content on social media platforms, such as hate speech, offensive language, and misogyny, presents serious challenges to our interconnected society. These challenging issues have attracted widespread attention in…

Computation and Language · Computer Science 2022-06-20 Abdelkader El Mahdaouy , Abdellah El Mekki , Ahmed Oumar , Hajar Mousannif , Ismail Berrada

This paper describes the Duluth systems that participated in SemEval--2020 Task 12, Multilingual Offensive Language Identification in Social Media (OffensEval--2020). We participated in the three English language tasks. Our systems provide…

Computation and Language · Computer Science 2020-07-28 Ted Pedersen

The ubiquity of offensive content on social media is a growing cause for concern among companies and government organizations. Recently, transformer-based models such as BERT, XLNET, and XLM-R have achieved state-of-the-art performance in…

Computation and Language · Computer Science 2023-12-07 Tharindu Ranasinghe , Marcos Zampieri

Depression is a growing issue in society's mental health that affects all areas of life and can even lead to suicide. Fortunately, prevention programs can be effective in its treatment. In this context, this work proposes an automatic…

Computation and Language · Computer Science 2023-07-03 Andrea Laguna , Oscar Araque

Recently the NLP community has started showing interest towards the challenging task of Hostile Post Detection. This paper present our system for Shared Task at Constraint2021 on "Hostile Post Detection in Hindi". The data for this shared…

Computation and Language · Computer Science 2021-05-06 Varad Bhatnagar , Prince Kumar , Sairam Moghili , Pushpak Bhattacharyya

A novel solution to span detection and classification is presented in which a BART EncoderDecoder model is used to transform textual input into a version with XML-like marked up spans. This markup is subsequently translated to an…

Computation and Language · Computer Science 2021-07-13 Cees Roele

In this paper, we, as the DS@GT team for CLEF 2025 CheckThat! Task 4a Scientific Web Discourse Detection, present the methods we explored for this task. For this multiclass classification task, we determined if a tweet contained a…

Computation and Language · Computer Science 2025-07-09 Ayush Parikh , Hoang Thanh Thanh Truong , Jeanette Schofield , Maximilian Heil

Social media platforms such as Twitter (now X) provide rich data for analyzing public discourse, especially during crises such as the COVID-19 pandemic. However, the brevity, informality, and noise of social media short texts often hinder…

Computation and Language · Computer Science 2025-10-23 Wangjiaxuan Xin , Shuhua Yin , Shi Chen , Yaorong Ge