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Internet memes represent a popular form of multimodal online communication and often use figurative elements to convey layered meaning through the combination of text and images. However, it remains largely unclear how multimodal large…

计算与语言 · 计算机科学 2026-03-25 Shijia Zhou , Saif M. Mohammad , Barbara Plank , Diego Frassinelli

Numerous machine learning (ML) and deep learning (DL)-based approaches have been proposed to utilize textual data from social media for anti-social behavior analysis like cyberbullying, fake news detection, and identification of hate speech…

计算与语言 · 计算机科学 2022-12-22 Md. Rezaul Karim , Sumon Kanti Dey , Tanhim Islam , Md. Shajalal , Bharathi Raja Chakravarthi

With the rise of digital communication, memes have become a significant medium for cultural and political expression that is often used to mislead audiences. Identification of such misleading and persuasive multimodal content has become…

计算与语言 · 计算机科学 2024-10-08 Firoj Alam , Abul Hasnat , Fatema Ahmed , Md Arid Hasan , Maram Hasanain

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

Memes have emerged as a popular form of multimodal online communication, where their interpretation heavily depends on the specific context in which they appear. Current approaches predominantly focus on isolated meme analysis, either for…

With the continuous growth of internet users and media content, it is very hard to track down hateful speech in audio and video. Converting video or audio into text does not detect hate speech accurately as human sometimes uses hateful…

人工智能 · 计算机科学 2023-07-24 Fariha Tahosin Boishakhi , Ponkoj Chandra Shill , Md. Golam Rabiul Alam

The proliferation of multimodal memes in the social media era demands that multimodal Large Language Models (mLLMs) effectively understand meme harmfulness. Existing benchmarks for assessing mLLMs on harmful meme understanding rely on…

计算与语言 · 计算机科学 2025-07-03 Zixin Chen , Hongzhan Lin , Kaixin Li , Ziyang Luo , Zhen Ye , Guang Chen , Zhiyong Huang , Jing Ma

Memes are one of the most popular types of content used to spread information online. They can influence a large number of people through rhetorical and psychological techniques. The task, Detection of Persuasion Techniques in Texts and…

计算与语言 · 计算机科学 2021-06-02 Kshitij Gupta , Devansh Gautam , Radhika Mamidi

Image-with-text memes combine text with imagery to achieve comedy, but in today's world, they also play a pivotal role in online communication, influencing politics, marketing, and social norms. A "meme template" is a preexisting layout or…

计算机与社会 · 计算机科学 2024-08-16 Levente Murgás , Marcell Nagy , Kate Barnes , Roland Molontay

In this work we target the problem of hate speech detection in multimodal publications formed by a text and an image. We gather and annotate a large scale dataset from Twitter, MMHS150K, and propose different models that jointly analyze…

计算机视觉与模式识别 · 计算机科学 2019-10-10 Raul Gomez , Jaume Gibert , Lluis Gomez , Dimosthenis Karatzas

Rapid deployment of vision-language models (VLMs) magnifies safety risks, yet most evaluations rely on artificial images. This study asks: How safe are current VLMs when confronted with meme images that ordinary users share? To investigate…

计算与语言 · 计算机科学 2025-09-24 DongGeon Lee , Joonwon Jang , Jihae Jeong , Hwanjo Yu

The proliferation of harmful memes on online media poses significant risks to public health and stability. Existing detection methods heavily rely on large-scale labeled data for training, which necessitates substantial manual annotation…

计算机视觉与模式识别 · 计算机科学 2025-12-29 Jian Lang , Rongpei Hong , Ting Zhong , Leiting Chen , Qiang Gao , Fan Zhou

In this paper, we present a comprehensive and systematic analysis of vision-language models (VLMs) for disparate meme classification tasks. We introduced a novel approach that generates a VLM-based understanding of meme images and…

计算与语言 · 计算机科学 2025-05-28 Deepesh Gavit , Debajyoti Mazumder , Samiran Das , Jasabanta Patro

Memes have become a distinctive and effective form of communication in the digital era, attracting online communities and cutting across cultural barriers. Even though memes are frequently linked with humor, they have an amazing capacity to…

计算机视觉与模式识别 · 计算机科学 2024-01-19 Kazi Toufique Elahi , Tasnuva Binte Rahman , Shakil Shahriar , Samir Sarker , Sajib Kumar Saha Joy , Faisal Muhammad Shah

The rapid rise of video content on platforms such as TikTok and YouTube has transformed information dissemination, but it has also facilitated the spread of harmful content, particularly hate videos. Despite significant efforts to combat…

多媒体 · 计算机科学 2025-05-20 Yinghui Zhang , Tailin Chen , Yuchen Zhang , Zeyu Fu

Memes, as a widely used mode of online communication, often serve as vehicles for spreading harmful content. However, limitations in data accessibility and the high costs of dataset curation hinder the development of robust meme moderation…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Subhankar Swain , Naquee Rizwan , Vishwa Gangadhar S , Nayandeep Deb , Animesh Mukherjee

In recent times, the detection of hate-speech, offensive, or abusive language in online media has become an important topic in NLP research due to the exponential growth of social media and the propagation of such messages, as well as their…

计算与语言 · 计算机科学 2022-05-31 Andrei Paraschiv , Mihai Dascalu , Dumitru-Clementin Cercel

Internet memes have become pervasive carriers of digital culture on social platforms. However, their heavy reliance on metaphors and sociocultural context also makes them subtle vehicles for harmful content, posing significant challenges…

计算与语言 · 计算机科学 2026-01-30 Yaocong Li , Leihan Zhang , Le Zhang , Qiang Yan

Nowadays, misinformation is widely spreading over various social media platforms and causes extremely negative impacts on society. To combat this issue, automatically identifying misinformation, especially those containing multimodal…

计算与语言 · 计算机科学 2024-07-30 Bing Wang , Shengsheng Wang , Changchun Li , Renchu Guan , Ximing Li

The widespread presence of hate speech on the internet, including formats such as text-based tweets and vision-language memes, poses a significant challenge to digital platform safety. Recent research has developed detection models tailored…

计算与语言 · 计算机科学 2024-10-10 Ming Shan Hee , Aditi Kumaresan , Roy Ka-Wei Lee