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With the rapid growth of Text sentiment analysis, the demand for automatic classification of electronic documents has increased by leaps and bound. The paradigm of text classification or text mining has been the subject of many research…

Computation and Language · Computer Science 2018-06-19 Bijoyan Das , Sarit Chakraborty

Modern wake word detection systems usually rely on neural networks for acoustic modeling. Transformers has recently shown superior performance over LSTM and convolutional networks in various sequence modeling tasks with their better…

Computation and Language · Computer Science 2021-02-10 Yiming Wang , Hang Lv , Daniel Povey , Lei Xie , Sanjeev Khudanpur

The rise of social media platforms has led to an increase in polarised online discussions, especially on political and socio-cultural topics such as elections and climate change. We propose a simple and novel unsupervised method to predict…

Computation and Language · Computer Science 2024-03-27 Isabelle Lorge , Li Zhang , Xiaowen Dong , Janet B. Pierrehumbert

Stance detection (SD) identifies the text position towards a target, typically labeled as favor, against, or none. We introduce Open-Target Stance Detection (OTSD), the most realistic task where targets are neither seen during training nor…

Computation and Language · Computer Science 2025-06-02 Abu Ubaida Akash , Ahmed Fahmy , Amine Trabelsi

Stance detection, which aims to identify public opinion towards specific targets using social media data, is an important yet challenging task. With the increasing number of online debates among social media users, conversational stance…

Computation and Language · Computer Science 2025-06-24 Yuzhe Ding , Kang He , Bobo Li , Li Zheng , Haijun He , Fei Li , Chong Teng , Donghong Ji

The explosive growth and popularity of Social Media has revolutionised the way we communicate and collaborate. Unfortunately, this same ease of accessing and sharing information has led to an explosion of misinformation and propaganda.…

Computation and Language · Computer Science 2020-10-20 Anushka Prakash , Harish Tayyar Madabushi

Due to the high potential for abuse of GenAI systems, the task of detecting synthetic images has recently become of great interest to the research community. Unfortunately, existing image-space detectors quickly become obsolete as new…

Computer Vision and Pattern Recognition · Computer Science 2024-06-14 George Cazenavette , Avneesh Sud , Thomas Leung , Ben Usman

The task of multi-author writing style detection aims at finding any positions of writing style change in a given text document. We formulate the task as a natural language inference problem where two consecutive paragraphs are paired. Our…

Computation and Language · Computer Science 2023-07-28 Izzet Emre Kucukkaya , Umitcan Sahin , Cagri Toraman

Stance detection concerns the classification of a writer's viewpoint towards a target. There are different task variants, e.g., stance of a tweet vs. a full article, or stance with respect to a claim vs. an (implicit) topic. Moreover, task…

Computation and Language · Computer Science 2021-09-14 Momchil Hardalov , Arnav Arora , Preslav Nakov , Isabelle Augenstein

Identifying user stance related to a political event has several applications, like determination of individual stance, shaping of public opinion, identifying popularity of government measures and many others. The huge volume of political…

Social and Information Networks · Computer Science 2022-01-20 Roshni Chakraborty , Maitry Bhavsar , Sourav Kumar Dandapat , Joydeep Chandra

Code comments are a key resource for information about software artefacts. Depending on the use case, only some types of comments are useful. Thus, automatic approaches to classify these comments have been proposed. In this work, we address…

Software Engineering · Computer Science 2023-03-08 Ali Al-Kaswan , Maliheh Izadi , Arie van Deursen

Stance detection aims to identify whether the author of a text is in favor of, against, or neutral to a given target. The main challenge of this task comes two-fold: few-shot learning resulting from the varying targets and the lack of…

Computation and Language · Computer Science 2022-06-28 Yan Jiang , Jinhua Gao , Huawei Shen , Xueqi Cheng

Style change detection - identifying the points in a document where writing style shifts - remains one of the most important and challenging problems in computational authorship analysis. At PAN 2025, the shared task challenges participants…

Computation and Language · Computer Science 2025-08-04 Gleb Schmidt , Johannes Römisch , Mariia Halchynska , Svetlana Gorovaia , Ivan P. Yamshchikov

Fake news are nowadays an issue of pressing concern, given their recent rise as a potential threat to high-quality journalism and well-informed public discourse. The Fake News Challenge (FNC-1) was organized in 2017 to encourage the…

Machine Learning · Computer Science 2021-01-22 Luís Borges , Bruno Martins , Pável Calado

The stance detection task aims to categorise the stance regarding specified targets. Current methods face challenges in effectively integrating sentiment information for stance detection. Moreover, the role of highly granular sentiment…

Computation and Language · Computer Science 2025-02-27 Beiyu Xu , Zhiwei Liu , Sophia Ananiadou

Building models to detect vaccine attitudes on social media is challenging because of the composite, often intricate aspects involved, and the limited availability of annotated data. Existing approaches have relied heavily on supervised…

Computation and Language · Computer Science 2022-06-22 Lixing Zhu , Zheng Fang , Gabriele Pergola , Rob Procter , Yulan He

Detecting semantic interference remains a challenge in collaborative software development. Recent lightweight static analysis techniques improve efficiency over SDG-based methods, but they still suffer from a high rate of false positives. A…

Software Engineering · Computer Science 2025-10-03 Victor Lira , Paulo Borba , Rodrigo Bonifácio , Galileu Santos e Matheus barbosa

Online Social Networks serve as fertile ground for harmful behavior, ranging from hate speech to the dissemination of disinformation. Malicious actors now have unprecedented freedom to misbehave, leading to severe societal unrest and dire…

Computation and Language · Computer Science 2023-10-18 Javier Huertas-Tato , Alejandro Martin , David Camacho

The 2017 Fake News Challenge Stage 1 (FNC-1) shared task addressed a stance classification task as a crucial first step towards detecting fake news. To date, there is no in-depth analysis paper to critically discuss FNC-1's experimental…

Detecting which parts of a sentence contribute to that sentence's toxicity -- rather than providing a sentence-level verdict of hatefulness -- would increase the interpretability of models and allow human moderators to better understand the…

Computation and Language · Computer Science 2021-04-13 Alireza Salemi , Nazanin Sabri , Emad Kebriaei , Behnam Bahrak , Azadeh Shakery