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News Discourse Profiling seeks to scrutinize the event-related role of each sentence in a news article and has been proven useful across various downstream applications. Specifically, within the context of a given news discourse, each…

Computation and Language · Computer Science 2023-09-22 Ming Li , Ruihong Huang

Keyphrase extraction is a fundamental task in Natural Language Processing, which usually contains two main parts: candidate keyphrase extraction and keyphrase importance estimation. From the view of human understanding documents, we…

Computation and Language · Computer Science 2023-12-22 Mingyang Song , Liping Jing , Lin Xiao

We develop novel annotation guidelines for sentence-level subjectivity detection, which are not limited to language-specific cues. We use our guidelines to collect NewsSD-ENG, a corpus of 638 objective and 411 subjective sentences extracted…

We address an important gap in detecting political bias in news articles. Previous works that perform document classification can be influenced by the writing style of each news outlet, leading to overfitting and limited generalizability.…

Computation and Language · Computer Science 2023-10-30 Jiwoo Hong , Yejin Cho , Jaemin Jung , Jiyoung Han , James Thorne

The detection of fake news often requires sophisticated reasoning skills, such as logically combining information by considering word-level subtle clues. In this paper, we move towards fine-grained reasoning for fake news detection by…

Computation and Language · Computer Science 2022-03-08 Yiqiao Jin , Xiting Wang , Ruichao Yang , Yizhou Sun , Wei Wang , Hao Liao , Xing Xie

In recent years, concept-based approaches have emerged as some of the most promising explainability methods to help us interpret the decisions of Artificial Neural Networks (ANNs). These methods seek to discover intelligible visual…

Machine Learning · Computer Science 2023-10-31 Thomas Fel , Victor Boutin , Mazda Moayeri , Rémi Cadène , Louis Bethune , Léo andéol , Mathieu Chalvidal , Thomas Serre

The spread of hatred that was formerly limited to verbal communications has rapidly moved over the Internet. Social media and community forums that allow people to discuss and express their opinions are becoming platforms for the spreading…

Computation and Language · Computer Science 2022-04-15 D. C Asogwa , C. I Chukwuneke , C. C Ngene , G. N Anigbogu

Text mining can be applied to many fields. One of the application is using text mining in digital newspaper to do politic sentiment analysis. In this paper sentiment analysis is applied to get information from digital news articles about…

Computation and Language · Computer Science 2015-08-24 Yustinus Eko Soelistio , Martinus Raditia Sigit Surendra

Local news articles are a subset of news that impact users in a geographical area, such as a city, county, or state. Detecting local news (Step 1) and subsequently deciding its geographical location as well as radius of impact (Step 2) are…

Information Retrieval · Computer Science 2024-06-07 Deven Santosh Shah , Shiying He , Gosuddin Kamaruddin Siddiqi , Radhika Bansal

The premise of manual keyphrase annotation is to read the corresponding content of an annotated object. Intuitively, when we read, more important words will occupy a longer reading time. Hence, by leveraging human reading time, we can find…

Computation and Language · Computer Science 2020-10-27 Yingyi Zhang , Chengzhi Zhang

This study is a preliminary exploration of the concept of informativeness -how much information a sentence gives about a word it contains- and its potential benefits to building quality word representations from scarce data. We propose…

Computation and Language · Computer Science 2019-07-23 Syrielle Montariol , Aina Garí Soler , Alexandre Allauzen

Social scientists have shown that up to 50% if the content posted to a news article have no relation to its journalistic content. In this study we propose a classification algorithm to categorize user comments posted to a new article base…

Information Retrieval · Computer Science 2021-03-11 Jumanah Alshehri , Marija Stanojevic , Eduard Dragut , Zoran Obradovic

As events progress, news articles often update with new information: if we are not cautious, we risk propagating outdated facts. In this work, we hypothesize that linguistic features indicate factual fluidity, and that we can predict which…

Computation and Language · Computer Science 2024-12-02 Alexander Spangher , Kung-Hsiang Huang , Hyundong Cho , Jonathan May

The proliferation of news media outlets has increased the demand for intelligent systems capable of detecting redundant information in news articles in order to enhance user experience. However, the heterogeneous nature of news can lead to…

Computation and Language · Computer Science 2024-08-27 Elena Shushkevich , Long Mai , Manuel V. Loureiro , Steven Derby , Tri Kurniawan Wijaya

We introduce the task of implicit offensive text detection in dialogues, where a statement may have either an offensive or non-offensive interpretation, depending on the listener and context. We argue that reasoning is crucial for…

Computation and Language · Computer Science 2022-04-25 Qiang Zhang , Jason Naradowsky , Yusuke Miyao

This paper presents a new approach to the FNC-1 fake news classification task which involves employing pre-trained encoder models from similar NLP tasks, namely sentence similarity and natural language inference, and two neural network…

Machine Learning · Computer Science 2023-02-24 Oisín Nolan , Jeroen van Mourik , Callum Rhys Tilbury

Quotes are critical for establishing credibility in news articles. A direct quote enclosed in quotation marks has a strong visual appeal and is a sign of a reliable citation. Unfortunately, this journalistic practice is not strictly…

Computation and Language · Computer Science 2023-02-10 Seonyeong Song , Hyeonho Song , Kunwoo Park , Jiyoung Han , Meeyoung Cha

The political stance prediction for news articles has been widely studied to mitigate the echo chamber effect -- people fall into their thoughts and reinforce their pre-existing beliefs. The previous works for the political stance problem…

Computation and Language · Computer Science 2023-04-06 Yunyong Ko , Seongeun Ryu , Soeun Han , Youngseung Jeon , Jaehoon Kim , Sohyun Park , Kyungsik Han , Hanghang Tong , Sang-Wook Kim

Stance classification aims to identify, for a particular issue under discussion, whether the speaker or author of a conversational turn has Pro (Favor) or Con (Against) stance on the issue. Detecting stance in tweets is a new task proposed…

Computation and Language · Computer Science 2018-01-29 Amita Misra , Brian Ecker , Theodore Handleman , Nicolas Hahn , Marilyn Walker

Researchers and practitioners interested in computational politics rely on automatic content analysis tools to make sense of the large amount of political texts available on the Web. Such tools should provide objective and subjective…

Computation and Language · Computer Science 2024-08-22 Evan Dufraisse , Adrian Popescu , Julien Tourille , Armelle Brun , Olivier Hamon
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