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Bangla-English code-mixing is widespread across South Asian social media, yet resources for implicit meaning identification in this setting remain scarce. Existing sentiment and sarcasm models largely focus on monolingual English or…

计算与语言 · 计算机科学 2026-02-26 Kazi Samin Yasar Alam , Md Tanbir Chowdhury , Tamim Ahmed , Ajwad Abrar , Md Rafid Haque

The presence of sarcasm in conversational systems and social media like chatbots, Facebook, Twitter, etc. poses several challenges for downstream NLP tasks. This is attributed to the fact that the intended meaning of a sarcastic text is…

计算与语言 · 计算机科学 2022-02-08 Aditya Shah , Chandresh Kumar Maurya

Sentiment analysis (SA) is an emerging field in text mining. It is the process of computationally identifying and categorizing opinions expressed in a piece of text over different social media platforms. Social media plays an essential role…

人工智能 · 计算机科学 2023-11-21 Sudhanshu Kumar , Partha Pratim Roy , Debi Prosad Dogra , Byung-Gyu Kim

Sarcasm typically conveys emotions of contempt or criticism by expressing a meaning that is contrary to the speaker's true intent. Accurate detection of sarcasm aids in identifying and filtering undesirable information on the Internet,…

计算与语言 · 计算机科学 2024-12-18 Tongguan Wang , Junkai Li , Guixin Su , Yongcheng Zhang , Dongyu Su , Yuxue Hu , Ying Sha

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

Various linguistic and non-linguistic clues, such as excessive emphasis on a word, a shift in the tone of voice, or an awkward expression, frequently convey sarcasm. The computer vision problem of sarcasm recognition in conversation aims to…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Ananya Pandey , Dinesh Kumar Vishwakarma

Sentiment analysis is a natural language processing task that aims to identify and extract the emotional aspects of a text. However, many existing sentiment analysis methods primarily classify the overall polarity of a text, overlooking the…

计算与语言 · 计算机科学 2024-07-30 Mahdi Rezapour

Metaphor and sarcasm are common figurative expressions in people's communication, especially on the Internet or the memes popular among teenagers. We create a new benchmark named NYK-MS (NewYorKer for Metaphor and Sarcasm), which contains…

计算与语言 · 计算机科学 2024-09-04 Ke Chang , Hao Li , Junzhao Zhang , Yunfang Wu

Sarcasm, sentiment, and emotion are three typical kinds of spontaneous affective responses of humans to external events and they are tightly intertwined with each other. Such events may be expressed in multiple modalities (e.g., linguistic,…

计算与语言 · 计算机科学 2023-06-07 Yaochen Liu , Yazhou Zhang , Dawei Song

Sarcasm is a challenge to sentiment analysis because of the incongruity between stated and implied sentiment. The challenge is exacerbated when the implication may be relevant to a specific country or geographical region. Pragmatic…

计算与语言 · 计算机科学 2025-10-31 Ishmanbir Singh , Dipankar Srirag , Aditya Joshi

Social media companies as well as authorities make extensive use of artificial intelligence (AI) tools to monitor postings of hate speech, celebrations of violence or profanity. Since AI software requires massive volumes of data to train…

计算与语言 · 计算机科学 2021-09-30 Hadeel Saadany , Constantin Orasan

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…

计算与语言 · 计算机科学 2022-12-01 Yaqian Han , Yekun Chai , Shuohuan Wang , Yu Sun , Hongyi Huang , Guanghao Chen , Yitong Xu , Yang Yang

Sarcasm detection, as a crucial research direction in the field of Natural Language Processing (NLP), has attracted widespread attention. Traditional sarcasm detection tasks have typically focused on single-modal approaches (e.g., text),…

计算与语言 · 计算机科学 2025-07-04 Yazhou Zhang , Chunwang Zou , Bo Wang , Jing Qin

Sarcasm detection is a significant challenge in sentiment analysis due to the nuanced and context-dependent nature of verbiage. We introduce Pragmatic Metacognitive Prompting (PMP) to improve the performance of Large Language Models (LLMs)…

计算与语言 · 计算机科学 2024-12-09 Joshua Lee , Wyatt Fong , Alexander Le , Sur Shah , Kevin Han , Kevin Zhu

With the increased use of social media platforms by people across the world, many new interesting NLP problems have come into existence. One such being the detection of sarcasm in the social media texts. We present a corpus of tweets for…

计算与语言 · 计算机科学 2020-12-17 Akshita Aggarwal , Anshul Wadhawan , Anshima Chaudhary , Kavita Maurya

We introduce the Self-Annotated Reddit Corpus (SARC), a large corpus for sarcasm research and for training and evaluating systems for sarcasm detection. The corpus has 1.3 million sarcastic statements -- 10 times more than any previous…

计算与语言 · 计算机科学 2018-03-26 Mikhail Khodak , Nikunj Saunshi , Kiran Vodrahalli

Despite large language models (LLMs) being known to exhibit bias against non-standard language varieties, there are no known labelled datasets for sentiment analysis of English. To address this gap, we introduce BESSTIE, a benchmark for…

计算与语言 · 计算机科学 2025-06-18 Dipankar Srirag , Aditya Joshi , Jordan Painter , Diptesh Kanojia

Sentiment analysis is a text mining task that determines the polarity of a given text, i.e., its positiveness or negativeness. Recently, it has received a lot of attention given the interest in opinion mining in micro-blogging platforms.…

Distributed representation of words has improved the performance for many natural language tasks. In many methods, however, only one meaning is considered for one label of a word, and multiple meanings of polysemous words depending on the…

计算与语言 · 计算机科学 2020-06-01 Yusuke Takimoto , Yosuke Fukuchi , Shoya Matsumori , Michita Imai

The prominence of figurative language devices, such as sarcasm and irony, poses serious challenges for Arabic Sentiment Analysis (SA). While previous research works tackle SA and sarcasm detection separately, this paper introduces an…

计算与语言 · 计算机科学 2021-06-24 Abdelkader El Mahdaouy , Abdellah El Mekki , Kabil Essefar , Nabil El Mamoun , Ismail Berrada , Ahmed Khoumsi