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We propose an unsupervised approach for sarcasm generation based on a non-sarcastic input sentence. Our method employs a retrieve-and-edit framework to instantiate two major characteristics of sarcasm: reversal of valence and semantic…

计算与语言 · 计算机科学 2020-06-18 Tuhin Chakrabarty , Debanjan Ghosh , Smaranda Muresan , Nanyun Peng

The use of irony and sarcasm in social media allows us to study them at scale for the first time. However, their diversity has made it difficult to construct a high-quality corpus of sarcasm in dialogue. Here, we describe the process of…

计算与语言 · 计算机科学 2017-09-19 Shereen Oraby , Vrindavan Harrison , Lena Reed , Ernesto Hernandez , Ellen Riloff , Marilyn Walker

Multi-modal sarcasm detection has attracted much recent attention. Nevertheless, the existing benchmark (MMSD) has some shortcomings that hinder the development of reliable multi-modal sarcasm detection system: (1) There are some spurious…

计算与语言 · 计算机科学 2023-07-17 Libo Qin , Shijue Huang , Qiguang Chen , Chenran Cai , Yudi Zhang , Bin Liang , Wanxiang Che , Ruifeng Xu

Online social networks (OSN) play an essential role for connecting people and allowing them to communicate online. OSN users share their thoughts, moments, and news with their network. The messages they share online can include sarcastic…

社会与信息网络 · 计算机科学 2020-04-13 Silviu Vlad Oprea , Walid Magdy

This paper describes the systems submitted to iSarcasm shared task. The aim of iSarcasm is to identify the sarcastic contents in Arabic and English text. Our team participated in iSarcasm for the Arabic language. A multi-Layer machine…

计算与语言 · 计算机科学 2022-05-19 Nsrin Ashraf , Fathy Elkazaz , Mohamed Taha , Hamada Nayel , Tarek Elshishtawy

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

Aspect-level sentiment classification aims to identify the sentiment polarity towards a specific aspect term in a sentence. Most current approaches mainly consider the semantic information by utilizing attention mechanisms to capture the…

计算与语言 · 计算机科学 2021-02-12 Xiaochen Hou , Jing Huang , Guangtao Wang , Xiaodong He , Bowen Zhou

This paper presents a model for disfluency detection in spontaneous speech transcripts called LSTM Noisy Channel Model. The model uses a Noisy Channel Model (NCM) to generate n-best candidate disfluency analyses and a Long Short-Term Memory…

计算与语言 · 计算机科学 2018-08-29 Paria Jamshid Lou , Mark Johnson

We provide a causal analysis of Binary Spiking Neural Networks (BSNNs) to explain their behavior. We formally define a BSNN and represent its spiking activity as a binary causal model. Thanks to this causal representation, we are able to…

人工智能 · 计算机科学 2026-05-01 Aditya Kar , Emiliano Lorini , Timothée Masquelier

Fake news detection has been a long-standing research focus in social networks. Recent studies suggest that incorporating sentiment information from both news content and user comments can enhance detection performance. However, existing…

计算与语言 · 计算机科学 2025-11-10 Jingqing Wang , Jiaxing Shang , Rong Xu , Fei Hao , Tianjin Huang , Geyong Min

Despite commendable achievements made by existing work, prevailing multimodal sarcasm detection studies rely more on textual content over visual information. It unavoidably induces spurious correlations between textual words and labels,…

计算与语言 · 计算机科学 2023-12-20 Mengzhao Jia , Can Xie , Liqiang Jing

Automatic evaluation of semantic rationality is an important yet challenging task, and current automatic techniques cannot well identify whether a sentence is semantically rational. The methods based on the language model do not measure the…

计算与语言 · 计算机科学 2018-09-12 Shu Liu , Jingjing Xu , Xuancheng Ren , Xu Sun

One of the most significant issues as attended a lot in recent years is that of recognizing the sentiments and emotions in social media texts. The analysis of sentiments and emotions is intended to recognize the conceptual information such…

机器学习 · 计算机科学 2025-03-27 Bahareh Golchin , Noushin Riahi

Aspect-based sentiment analysis (ABSA) is to predict the sentiment polarity towards a particular aspect in a sentence. Recently, this task has been widely addressed by the neural attention mechanism, which computes attention weights to…

计算与语言 · 计算机科学 2019-09-26 Mengting Hu , Shiwan Zhao , Honglei Guo , Renhong Cheng , Zhong Su

The joint task of Dialog Sentiment Classification (DSC) and Act Recognition (DAR) aims to predict the sentiment label and act label for each utterance in a dialog simultaneously. However, current methods encode the dialog context in only…

计算与语言 · 计算机科学 2023-08-15 Li Zheng , Fei Li , Yuyang Chai , Chong Teng , Donghong Ji

Acquiring accurate summarization and sentiment from user reviews is an essential component of modern e-commerce platforms. Review summarization aims at generating a concise summary that describes the key opinions and sentiment of a review,…

计算与语言 · 计算机科学 2021-02-03 Hou Pong Chan , Wang Chen , Irwin King

Sentiment Analysis typically refers to using natural language processing, text analysis and computational linguistics to extract affect and emotion based information from text data. Our work explores how we can effectively use deep neural…

计算与语言 · 计算机科学 2022-02-14 Shahrukh Khan , Mahnoor Shahid

With the widespread dissemination of user-generated content on different social networks, and online consumer systems such as Amazon, the quantity of opinionated information available on the Internet has been increased. One of the main…

计算与语言 · 计算机科学 2020-11-16 Zeinab Rajabi , MohammadReza Valavi , Maryam Hourali

Sentiment analysis, a popular technique for opinion mining, has been used by the software engineering research community for tasks such as assessing app reviews, developer emotions in issue trackers and developer opinions on APIs. Past…

计算与语言 · 计算机科学 2018-12-27 Achyudh Ram , Meiyappan Nagappan

With the development of the Internet, natural language processing (NLP), in which sentiment analysis is an important task, became vital in information processing.Sentiment analysis includes aspect sentiment classification. Aspect sentiment…

计算与语言 · 计算机科学 2018-07-06 Yongping Xing , Chuangbai Xiao , Yifei Wu , Ziming Ding