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The sarcasm detection task in natural language processing tries to classify whether an utterance is sarcastic or not. It is related to sentiment analysis since it often inverts surface sentiment. Because sarcastic sentences are highly…

机器学习 · 计算机科学 2024-10-17 Lazar Đoković , Marko Robnik-Šikonja

The literature in automated sarcasm detection has mainly focused on lexical, syntactic and semantic-level analysis of text. However, a sarcastic sentence can be expressed with contextual presumptions, background and commonsense knowledge.…

计算与语言 · 计算机科学 2018-05-17 Devamanyu Hazarika , Soujanya Poria , Sruthi Gorantla , Erik Cambria , Roger Zimmermann , Rada Mihalcea

The rise of online communication platforms has been accompanied by some undesirable effects, such as the proliferation of aggressive and abusive behaviour online. Aiming to tackle this problem, the natural language processing (NLP)…

计算与语言 · 计算机科学 2020-05-29 Santhosh Rajamanickam , Pushkar Mishra , Helen Yannakoudakis , Ekaterina Shutova

Detecting sarcasm and verbal irony is critical for understanding people's actual sentiments and beliefs. Thus, the field of sarcasm analysis has become a popular research problem in natural language processing. As the community working on…

计算与语言 · 计算机科学 2020-06-08 Debanjan Ghosh , Avijit Vajpayee , Smaranda Muresan

Social media are used as main discussion channels by millions of individuals every day. The content individuals produce in daily social-media-based micro-communications, and the emotions therein expressed, may impact the emotional states of…

社会与信息网络 · 计算机科学 2017-03-07 Emilio Ferrara , Zeyao Yang

Text data are being used as a lens through which human cognition can be studied at a large scale. Methods like emotion analysis are now in the standard toolkit of computational social scientists but typically rely on third-person annotation…

计算与语言 · 计算机科学 2020-06-17 Bennett Kleinberg

Sarcasm is a rhetorical device that expresses criticism or emphasizes characteristics of certain individuals or situations through exaggeration, irony, or comparison. Existing methods for Chinese sarcasm detection are constrained by limited…

计算与语言 · 计算机科学 2026-04-10 Wenxian Wang , Xiaohu Luo , Junfeng Hao , Xiaoming Gu , Xingshu Chen , Zhu Wang , Haizhou Wang

In recent years, sentiment analysis and emotion classification are two of the most abundantly used techniques in the field of Natural Language Processing (NLP). Although sentiment analysis and emotion classification are used commonly in…

机器学习 · 计算机科学 2021-05-05 Muhammad Zain Ali , Kashif Javed , Ehsan ul Haq , Anoshka Tariq

Social media generate data on human behaviour at large scales and over long periods of time, posing a complementary approach to traditional methods in the social sciences. Millions of texts from social media can be processed with…

社会与信息网络 · 计算机科学 2021-07-29 David Garcia , Max Pellert , Jana Lasser , Hannah Metzler

Social Networks allow users to self-present by sharing personal contents with others which may add comments. Recent studies highlighted how the emotions expressed in a post affect others' posts, eliciting a congruent emotion. So far, no…

社会与信息网络 · 计算机科学 2016-07-26 Andrea Guazzini , Elisa Guidi , Cristina Cecchini , Monica Milani , Daniele Vilone , Patrizia Meringolo

During natural disasters, people often use social media platforms such as Twitter to ask for help, to provide information about the disaster situation, or to express contempt about the unfolding event or public policies and guidelines. This…

计算与语言 · 计算机科学 2023-08-17 Tiberiu Sosea , Junyi Jessy Li , Cornelia Caragea

Sarcasm is a term that refers to the use of words to mock, irritate, or amuse someone. It is commonly used on social media. The metaphorical and creative nature of sarcasm presents a significant difficulty for sentiment analysis systems…

计算与语言 · 计算机科学 2022-10-21 Amirhossein Abaskohi , Arash Rasouli , Tanin Zeraati , Behnam Bahrak

In this paper, we propose a Concept-level Emotion Cause Model (CECM), instead of the mere word-level models, to discover causes of microblogging users' diversified emotions on specific hot event. A modified topic-supervised biterm topic…

计算与语言 · 计算机科学 2015-05-01 Shuangyong Song , Yao Meng

In this work, we explore the emotional reactions that real-world images tend to induce by using natural language as the medium to express the rationale behind an affective response to a given visual stimulus. To embark on this journey, we…

计算机视觉与模式识别 · 计算机科学 2022-10-06 Panos Achlioptas , Maks Ovsjanikov , Leonidas Guibas , Sergey Tulyakov

This paper proposes a process for a classification model for the facial expressions. The proposed process would aid in specific categorisation of children's emotions from 2 emotions namely 'Happy' and 'Sad'. Since the existing emotion…

计算机视觉与模式识别 · 计算机科学 2024-11-13 Sanchayan Vivekananthan

The pervasive use of the Internet and social media introduces significant challenges to automated sentiment analysis, particularly for sarcastic expressions in user-generated content. Sarcasm conveys negative emotions through ostensibly…

计算与语言 · 计算机科学 2024-11-05 Zhenkai Qin , Qining Luo , Xunyi Nong

Existing emotion prediction benchmarks contain coarse emotion labels which do not consider the diversity of emotions that an image and text can elicit in humans due to various reasons. Learning diverse reactions to multimodal content is…

人工智能 · 计算机科学 2023-11-03 Katherine Deng , Arijit Ray , Reuben Tan , Saadia Gabriel , Bryan A. Plummer , Kate Saenko

Sarcasm employs ambivalence, where one says something positive but actually means negative, and vice versa. The essence of sarcasm, which is also a sufficient and necessary condition, is the conflict between literal and implied sentiments…

计算与语言 · 计算机科学 2022-04-29 Yiyi Liu , Yequan Wang , Aixin Sun , Xuying Meng , Jing Li , Jiafeng Guo

Social media platforms and online forums generate rapid and increasing amount of textual data. Businesses, government agencies, and media organizations seek to perform sentiment analysis on this rich text data. The results of these…

计算与语言 · 计算机科学 2020-09-29 Muhammad Haroon Shakeel , Turki Alghamidi , Safi Faizullah , Imdadullah Khan

Sarcasm is a type of irony, characterized by an inherent mismatch between the literal interpretation and the intended connotation. Though sarcasm detection in text has been extensively studied, there are situations in which textual input…

计算机视觉与模式识别 · 计算机科学 2024-08-06 Sajal Aggarwal , Ananya Pandey , Dinesh Kumar Vishwakarma