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相关论文: Decoding the Underlying Meaning of Multimodal Hate…

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Multimodal conversation, a crucial form of human communication, carries rich emotional content, making the exploration of the causes of emotions within it a research endeavor of significant importance. However, existing research on the…

计算与语言 · 计算机科学 2025-06-05 Lin Wang , Xiaocui Yang , Shi Feng , Daling Wang , Yifei Zhang , Zhitao Zhang

Hateful memes are a growing menace on social media. While the image and its corresponding text in a meme are related, they do not necessarily convey the same meaning when viewed individually. Hence, detecting hateful memes requires careful…

计算与语言 · 计算机科学 2022-10-18 Gokul Karthik Kumar , Karthik Nandakumar

The dissemination of online hate speech can have serious negative consequences for individuals, online communities, and entire societies. This and the large volume of hateful online content prompted both practitioners', i.e., in content…

计算与语言 · 计算机科学 2025-04-14 Julian Bäumler , Louis Blöcher , Lars-Joel Frey , Xian Chen , Markus Bayer , Christian Reuter

Memes are a dominant medium for online communication and manipulation because meaning emerges from interactions between embedded text, imagery, and cultural context. Existing meme research is distributed across tasks (hate, misogyny,…

Hate speech detection has become an important research topic within the past decade. More private corporations are needing to regulate user generated content on different platforms across the globe. In this paper, we introduce a study of…

计算与语言 · 计算机科学 2022-01-28 Neha Deshpande , Nicholas Farris , Vidhur Kumar

Memes are popular in the modern world and are distributed primarily for entertainment. However, harmful ideologies such as misogyny can be propagated through innocent-looking memes. The detection and understanding of why a meme is…

计算机视觉与模式识别 · 计算机科学 2025-08-07 Kushal Kanwar , Dushyant Singh Chauhan , Gopendra Vikram Singh , Asif Ekbal

Social media is awash with hateful content, much of which is often veiled with linguistic and topical diversity. The benchmark datasets used for hate speech detection do not account for such divagation as they are predominantly compiled…

计算与语言 · 计算机科学 2023-06-16 Atharva Kulkarni , Sarah Masud , Vikram Goyal , Tanmoy Chakraborty

Amidst the rapid expansion of Machine Learning (ML) and Large Language Models (LLMs), understanding the semantics within their mechanisms is vital. Causal analyses define semantics, while gradient-based methods are essential to eXplainable…

人工智能 · 计算机科学 2024-03-26 Yosuke Miyanishi , Minh Le Nguyen

The dynamic expansion of social media has led to an inundation of hateful memes on media platforms, accentuating the growing need for efficient identification and removal. Acknowledging the constraints of conventional multimodal hateful…

计算与语言 · 计算机科学 2025-03-06 Junxi Liu , Yanyan Feng , Jiehai Chen , Yun Xue , Fenghuan Li

The dissemination of hateful memes online has adverse effects on social media platforms and the real world. Detecting hateful memes is challenging, one of the reasons being the evolutionary nature of memes; new hateful memes can emerge by…

社会与信息网络 · 计算机科学 2023-07-10 Yiting Qu , Xinlei He , Shannon Pierson , Michael Backes , Yang Zhang , Savvas Zannettou

The task of automatically detecting hate speech in social media is gaining more and more attention. Given the enormous volume of content posted daily, human monitoring of hate speech is unfeasible. In this work, we propose new word-level…

计算与语言 · 计算机科学 2021-06-02 Nicolas Zampieri , Irina Illina , Dominique Fohr

Social media memes are a challenging domain for hate detection because they intertwine visual and textual cues into culturally nuanced messages. To tackle these challenges, we introduce TRACE, a hierarchical multimodal framework that…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Girish A. Koushik , Helen Treharne , Aditya Joshi , Diptesh Kanojia

A significant challenge in automating hate speech detection on social media is distinguishing hate speech from regular and offensive language. These identify an essential category of content that web filters seek to remove. Only automated…

计算与语言 · 计算机科学 2024-11-12 Faria Naznin , Md Touhidur Rahman , Shahran Rahman Alve

The proliferation of Internet memes in the age of social media necessitates effective identification of harmful ones. Due to the dynamic nature of memes, existing data-driven models may struggle in low-resource scenarios where only a few…

计算与语言 · 计算机科学 2024-11-11 Jianzhao Huang , Hongzhan Lin , Ziyan Liu , Ziyang Luo , Guang Chen , Jing Ma

This work addresses the challenge of hate speech detection in Internet memes, and attempts using visual information to automatically detect hate speech, unlike any previous work of our knowledge. Memes are pixel-based multimedia documents…

多媒体 · 计算机科学 2019-10-08 Benet Oriol Sabat , Cristian Canton Ferrer , Xavier Giro-i-Nieto

In recent years, monitoring hate speech and offensive language on social media platforms has become paramount due to its widespread usage among all age groups, races, and ethnicities. Consequently, there have been substantial research…

机器学习 · 计算机科学 2022-02-15 Aneri Rana , Sonali Jha

The proliferation of social media has given rise to a new form of communication: memes. Memes are multimodal and often contain a combination of text and visual elements that convey meaning, humor, and cultural significance. While meme…

计算与语言 · 计算机科学 2023-12-12 Nirmalendu Prakash , Han Wang , Nguyen Khoi Hoang , Ming Shan Hee , Roy Ka-Wei Lee

Internet memes have become a powerful means for individuals to express emotions, thoughts, and perspectives on social media. While often considered as a source of humor and entertainment, memes can also disseminate hateful content targeting…

计算与语言 · 计算机科学 2024-09-24 Eftekhar Hossain , Omar Sharif , Mohammed Moshiul Hoque , Sarah M. Preum

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

Social media platforms are increasingly dominated by long-form multimodal content, where harmful narratives are constructed through a complex interplay of audio, visual, and textual cues. While automated systems can flag hate speech with…

人工智能 · 计算机科学 2026-05-29 Girish A. Koushik , Helen Treharne , Diptesh Kanojia