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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.…

Computation and Language · Computer Science 2020-10-27 Sayyed M. Zahiri , Ali Ahmadvand

PCL detection task is aimed at identifying and categorizing language that is patronizing or condescending towards vulnerable communities in the general media.Compared to other NLP tasks of paragraph classification, the negative language…

Computation and Language · Computer Science 2022-08-03 Yong Deng , Chenxiao Dou , Liangyu Chen , Deqiang Miao , Xianghui Sun , Baochang Ma , Xiangang Li

In this paper, we describe our shared task submissions for Subtask 2 in CASE-2022, Event Causality Identification with Casual News Corpus. The challenge focused on the automatic detection of all cause-effect-signal spans present in the…

Computation and Language · Computer Science 2022-10-21 Martin Fajcik , Muskaan Singh , Juan Zuluaga-Gomez , Esaú Villatoro-Tello , Sergio Burdisso , Petr Motlicek , Pavel Smrz

Patronizing and condescending language (PCL) is everywhere, but rarely is the focus on its use by media towards vulnerable communities. Accurately detecting PCL of this form is a difficult task due to limited labeled data and how subtle it…

Computation and Language · Computer Science 2022-04-19 David Koleczek , Alex Scarlatos , Siddha Karakare , Preshma Linet Pereira

We introduce a classification scheme for detecting political bias in long text content such as newspaper opinion articles. Obtaining long text data and annotations at sufficient scale for training is difficult, but it is relatively easy to…

Computation and Language · Computer Science 2019-11-21 Aditya Saligrama

This paper describes our system that has been submitted to SemEval-2018 Task 1: Affect in Tweets (AIT) to solve five subtasks. We focus on modeling both sentence and word level representations of emotion inside texts through large distantly…

Computation and Language · Computer Science 2018-04-24 Ji Ho Park , Peng Xu , Pascale Fung

Learning to construct text representations in end-to-end systems can be difficult, as natural languages are highly compositional and task-specific annotated datasets are often limited in size. Methods for directly supervising language…

Computation and Language · Computer Science 2018-11-15 Marek Rei , Anders Søgaard

The article describes a model of automatic analysis of puns, where a word is intentionally used in two meanings at the same time (the target word). We employ Roget's Thesaurus to discover two groups of words which, in a pun, form around two…

Computation and Language · Computer Science 2017-07-19 Elena Mikhalkova , Yuri Karyakin

Word embeddings are effective intermediate representations for capturing semantic regularities between words, when learning the representations of text sequences. We propose to view text classification as a label-word joint embedding…

Computation and Language · Computer Science 2018-05-14 Guoyin Wang , Chunyuan Li , Wenlin Wang , Yizhe Zhang , Dinghan Shen , Xinyuan Zhang , Ricardo Henao , Lawrence Carin

This paper presents the CUNLP submission for the NLP4IF 2019 shared-task on FineGrained Propaganda Detection. Our system finished 5th out of 26 teams on the sentence-level classification task and 5th out of 11 teams on the fragment-level…

Computation and Language · Computer Science 2021-04-29 Tariq Alhindi , Jonas Pfeiffer , Smaranda Muresan

Advances in English language representation enabled a more sample-efficient pre-training task by Efficiently Learning an Encoder that Classifies Token Replacements Accurately (ELECTRA). Which, instead of training a model to recover masked…

Computation and Language · Computer Science 2021-03-09 Wissam Antoun , Fady Baly , Hazem Hajj

Scene text spotting aims to detect and recognize the entire word or sentence with multiple characters in natural images. It is still challenging because ambiguity often occurs when the spacing between characters is large or the characters…

Computer Vision and Pattern Recognition · Computer Science 2021-07-07 Wenhai Wang , Xuebo Liu , Xiaozhong Ji , Enze Xie , Ding Liang , Zhibo Yang , Tong Lu , Chunhua Shen , Ping Luo

Detecting sarcasm and verbal irony from people's subjective statements is crucial to understanding their intended meanings and real sentiments and positions in social scenarios. This paper describes the X-PuDu system that participated in…

Computation and Language · Computer Science 2022-12-01 Yaqian Han , Yekun Chai , Shuohuan Wang , Yu Sun , Hongyi Huang , Guanghao Chen , Yitong Xu , Yang Yang

This study investigates the spread of conspiracy theories in Arabic digital spaces through computational analysis of online content. By combining Named Entity Recognition and Topic Modeling techniques, specifically the Top2Vec algorithm, we…

Computation and Language · Computer Science 2025-04-22 Djamila Mohdeb , Meriem Laifa , Zineb Guemraoui , Dalila Behih

We analyze the process of creating word embedding feature representations designed for a learning task when annotated data is scarce, for example, in depressive language detection from Tweets. We start with a rich word embedding pre-trained…

Computation and Language · Computer Science 2021-06-25 Nawshad Farruque , Randy Goebel , Osmar Zaiane

In this paper, we propose a framework to detect topics in social media based on Human Word Association. Identifying topics discussed in these media has become a critical and significant challenge. Most of the work done in this area is in…

Computation and Language · Computer Science 2023-07-19 Mehrdad Ranjbar-Khadivi , Shahin Akbarpour , Mohammad-Reza Feizi-Derakhshi , Babak Anari

This research introduces the first large-scale, well-balanced Persian social media text classification dataset, specifically designed to address the lack of comprehensive resources in this domain. The dataset comprises 36,000 posts across…

Computation and Language · Computer Science 2026-05-26 Isun Chehreh , Ebrahim Ansari

A health outcome is a measurement or an observation used to capture and assess the effect of a treatment. Automatic detection of health outcomes from text would undoubtedly speed up access to evidence necessary in healthcare decision…

Computation and Language · Computer Science 2021-09-13 Michael Abaho , Danushka Bollegala , Paula Williamson , Susanna Dodd

This work describes the development of different models to detect patronising and condescending language within extracts of news articles as part of the SemEval 2022 competition (Task-4). This work explores different models based on the…

Computation and Language · Computer Science 2022-04-25 Jayant Chhillar

This paper presents the annotation guidelines of the Balanced Arabic Readability Evaluation Corpus (BAREC), a large-scale resource for fine-grained sentence-level readability assessment in Arabic. BAREC includes 69,441 sentences (1M+ words)…

Computation and Language · Computer Science 2025-06-12 Nizar Habash , Hanada Taha-Thomure , Khalid N. Elmadani , Zeina Zeino , Abdallah Abushmaes