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相关论文: Optimism, Expectation, or Sarcasm? Multi-Class Hop…

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The detection of hopeful speech in social media has emerged as a critical task for promoting positive discourse and well-being. In this paper, we present a machine learning approach to multiclass hope speech detection across multiple…

计算与语言 · 计算机科学 2025-10-01 T. O. Abiola , K. D. Abiodun , O. E. Olumide , O. O. Adebanji , O. Hiram Calvo , Grigori Sidorov

Hope is characterized as openness of spirit toward the future, a desire, expectation, and wish for something to happen or to be true that remarkably affects human's state of mind, emotions, behaviors, and decisions. Hope is usually…

计算与语言 · 计算机科学 2022-11-07 Fazlourrahman Balouchzahi , Grigori Sidorov , Alexander Gelbukh

This research introduces a bilingual dataset comprising 23,456 entries for Arabic and 10,036 entries for English, annotated for emotions and hope speech, addressing the scarcity of multi-emotion (Emotion and hope) datasets. The dataset…

计算与语言 · 计算机科学 2025-05-22 Wajdi Zaghouani , Md. Rafiul Biswas

Hope speech language that fosters encouragement and optimism plays a vital role in promoting positive discourse online. However, its detection remains challenging, especially in multilingual and low-resource settings. This paper presents a…

计算与语言 · 计算机科学 2025-09-25 T. O. Abiola , K. D. Abiodun , O. E. Olumide , O. O. Adebanji , O. Hiram Calvo , Grigori Sidorov

Health experts assert that hope plays a crucial role in enhancing individuals' physical and mental well-being, facilitating their recovery, and promoting restoration. Hope speech refers to comments, posts and other social media messages…

计算与语言 · 计算机科学 2023-06-06 Neemesh Yadav , Mohammad Aflah Khan , Diksha Sethi , Raghav Sahni

Hope is a positive emotional state involving the expectation of favorable future outcomes, while hope speech refers to communication that promotes optimism, resilience, and support, particularly in adverse contexts. Although hope speech…

计算与语言 · 计算机科学 2026-03-13 Muhammad Ahmad , Muhammad Waqas , Ameer Hamza , Ildar Batyrshin , Grigori Sidorov

The identification of hope speech has become a promised NLP task, considering the need to detect motivational expressions of agency and goal-directed behaviour on social media platforms. This proposal evaluates traditional machine learning…

计算与语言 · 计算机科学 2025-10-28 Luis Ramos , Hiram Calvo , Olga Kolesnikova

In recent years, several systems have been developed to regulate the spread of negativity and eliminate aggressive, offensive or abusive contents from the online platforms. Nevertheless, a limited number of researches carried out to…

计算与语言 · 计算机科学 2021-03-02 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque

Sarcasm is a form of figurative language where the intended meaning of a sentence differs from its literal meaning. This poses a serious challenge to several Natural Language Processing (NLP) applications such as Sentiment Analysis, Opinion…

计算与语言 · 计算机科学 2022-06-20 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Abderrahman Skiredj , Ismail Berrada

This paper describes our submission to SemEval-2022 Task 6 on sarcasm detection and its five subtasks for English and Arabic. Sarcasm conveys a meaning which contradicts the literal meaning, and it is mainly found on social networks. It has…

计算与语言 · 计算机科学 2022-03-09 Shubham Kumar Nigam , Mosab Shaheen

Sarcasm detection, with its figurative nature, poses unique challenges for affective systems designed to perform sentiment analysis. While these systems typically perform well at identifying direct expressions of emotion, they struggle with…

计算与语言 · 计算机科学 2026-04-21 Ximing Wen , Rezvaneh Rezapour

Sentiment classification and sarcasm detection are both important natural language processing (NLP) tasks. Sentiment is always coupled with sarcasm where intensive emotion is expressed. Nevertheless, most literature considers them as two…

计算与语言 · 计算机科学 2019-03-12 Navonil Majumder , Soujanya Poria , Haiyun Peng , Niyati Chhaya , Erik Cambria , Alexander Gelbukh

With the advent of large vision-language models (LVLMs) demonstrating increasingly human-like abilities, a pivotal question emerges: do different LVLMs interpret multimodal sarcasm differently, and can a single model grasp sarcasm from…

计算与语言 · 计算机科学 2025-11-04 Junjie Chen , Xuyang Liu , Subin Huang , Linfeng Zhang , Hang Yu

Emotion intensity prediction determines the degree or intensity of an emotion that the author expresses in a text, extending previous categorical approaches to emotion detection. While most previous work on this topic has concentrated on…

计算与语言 · 计算机科学 2020-11-25 Irean Navas Alejo , Toni Badia , Jeremy Barnes

Sarcasm detection is an essential task that can help identify the actual sentiment in user-generated data, such as discussion forums or tweets. Sarcasm is a sophisticated form of linguistic expression because its surface meaning usually…

计算与语言 · 计算机科学 2023-01-06 Oxana Vitman , Yevhen Kostiuk , Grigori Sidorov , Alexander Gelbukh

In the era of large language models (LLMs), the task of ``System I''~-~the fast, unconscious, and intuitive tasks, e.g., sentiment analysis, text classification, etc., have been argued to be successfully solved. However, sarcasm, as a…

计算与语言 · 计算机科学 2024-08-27 Yazhou Zhang , Chunwang Zou , Zheng Lian , Prayag Tiwari , Jing Qin

While sentiment and emotion analysis have been studied extensively, the relationship between sarcasm and emotion has largely remained unexplored. A sarcastic expression may have a variety of underlying emotions. For example, "I love being…

计算与语言 · 计算机科学 2022-06-07 Anupama Ray , Shubham Mishra , Apoorva Nunna , Pushpak Bhattacharyya

Sarcasm detection is a key task for many natural language processing tasks. In sentiment analysis, for example, sarcasm can flip the polarity of an "apparently positive" sentence and, hence, negatively affect polarity detection performance.…

计算与语言 · 计算机科学 2017-07-28 Soujanya Poria , Erik Cambria , Devamanyu Hazarika , Prateek Vij

Hope speech has been relatively underrepresented in Natural Language Processing (NLP). Current studies are largely focused on English, which has resulted in a lack of resources for low-resource languages such as Urdu. As a result, the…

计算与语言 · 计算机科学 2026-03-17 Ahmed Abdullah , Sana Fatima , Haroon Mahmood

Predicting context-dependent and non-literal utterances like sarcastic and ironic expressions still remains a challenging task in NLP, as it goes beyond linguistic patterns, encompassing common sense and shared knowledge as crucial…

计算与语言 · 计算机科学 2018-09-27 Suzana Ilić , Edison Marrese-Taylor , Jorge A. Balazs , Yutaka Matsuo
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