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The notion of visual similarity is essential for computer vision, and in applications and studies revolving around vector embeddings of images. However, the scarcity of benchmark datasets poses a significant hurdle in exploring how these…

Computer Vision and Pattern Recognition · Computer Science 2025-11-12 Tillmann Ohm , Andres Karjus , Mikhail Tamm , Maximilian Schich

It is common knowledge that there is no single best strategy for graph clustering, which justifies a plethora of existing approaches. In this paper, we present a general memetic algorithm, VieClus, to tackle the graph clustering problem.…

Neural and Evolutionary Computing · Computer Science 2018-02-21 Sonja Biedermann , Monika Henzinger , Christian Schulz , Bernhard Schuster

Humans continuously make new discoveries, and understanding temporal sequence of events leading to these breakthroughs is essential for advancing science and society. This ability to reason over time allows us to identify future steps and…

Computation and Language · Computer Science 2025-04-03 Abhilash Shankarampeta , Harsh Mahajan , Tushar Kataria , Dan Roth , Vivek Gupta

The age of social media is rife with memes. Understanding and detecting harmful memes pose a significant challenge due to their implicit meaning that is not explicitly conveyed through the surface text and image. However, existing harmful…

Computation and Language · Computer Science 2023-12-12 Hongzhan Lin , Ziyang Luo , Jing Ma , Long Chen

Topic modeling is a key method in text analysis, but existing approaches fail to efficiently scale to large datasets or are limited by assuming one topic per document. Overcoming these limitations, we introduce Semantic Component Analysis…

Computation and Language · Computer Science 2025-09-29 Florian Eichin , Carolin M. Schuster , Georg Groh , Michael A. Hedderich

Data-driven analysis is important in virtually every modern organization. Yet, most data is underutilized because it remains locked in silos inside of organizations; large organizations have thousands of databases, and billions of files…

Databases · Computer Science 2019-03-13 Raul Castro Fernandez , Samuel Madden

Human languages are full of metaphorical expressions. Metaphors help people understand the world by connecting new concepts and domains to more familiar ones. Large pre-trained language models (PLMs) are therefore assumed to encode…

Computation and Language · Computer Science 2022-03-29 Ehsan Aghazadeh , Mohsen Fayyaz , Yadollah Yaghoobzadeh

In this study, we propose feature extraction for multimodal meme classification using Deep Learning approaches. A meme is usually a photo or video with text shared by the young generation on social media platforms that expresses a…

Artificial Intelligence · Computer Science 2022-07-08 Sofiane Ouaari , Tsegaye Misikir Tashu , Tomas Horvath

Hateful memes pose a unique challenge for current machine learning systems because their message is derived from both text- and visual-modalities. To this effect, Facebook released the Hateful Memes Challenge, a dataset of memes with…

Computer Vision and Pattern Recognition · Computer Science 2021-07-12 Hannah Rose Kirk , Yennie Jun , Paulius Rauba , Gal Wachtel , Ruining Li , Xingjian Bai , Noah Broestl , Martin Doff-Sotta , Aleksandar Shtedritski , Yuki M. Asano

Large language models (LLMs) are trained on vast amounts of text from the Internet, but do they truly understand the viral content that rapidly spreads online -- commonly known as memes? In this paper, we introduce CHIME, a dataset for…

Computation and Language · Computer Science 2025-10-02 Yubo Xie , Chenkai Wang , Zongyang Ma , Fahui Miao

Metaphors are part of everyday language and shape the way in which we conceptualize the world. Moreover, they play a multifaceted role in communication, making their understanding and generation a challenging task for language models (LMs).…

Computation and Language · Computer Science 2024-07-08 Gianluca Michelli , Xiaoyu Tong , Ekaterina Shutova

Despite the remarkable capabilities of Language Models (LMs) across diverse tasks, no single model consistently outperforms others, necessitating efficient methods to combine their strengths without expensive retraining. Existing model…

Computation and Language · Computer Science 2025-05-27 Jian Gu , Aldeida Aleti , Chunyang Chen , Hongyu Zhang

Given the increasing interest in interpretable machine learning, classification trees have again attracted the attention of the scientific community because of their glass-box structure. These models are usually built using greedy…

Machine Learning · Computer Science 2023-05-16 Tommaso Aldinucci

Language enables humans to share knowledge, reason about the world, and pass on strategies for survival and innovation across generations. At the heart of this process is not just the ability to communicate but also the remarkable…

Computation and Language · Computer Science 2026-02-25 Jan Philip Wahle

Hateful memes are widespread in social media and convey negative information. The main challenge of hateful memes detection is that the expressive meaning can not be well recognized by a single modality. In order to further integrate modal…

Computer Vision and Pattern Recognition · Computer Science 2020-12-10 Weibo Zhang , Guihua Liu , Zhuohua Li , Fuqing Zhu

The analysis of the creation, mutation, and propagation of social media content on the Internet is an essential problem in computational social science, affecting areas ranging from marketing to political mobilization. A first step towards…

Social and Information Networks · Computer Science 2018-02-15 Abhimanyu Dubey , Esteban Moro , Manuel Cebrian , Iyad Rahwan

Memes have become an ubiquitous social media entity and the processing and analysis of suchmultimodal data is currently an active area of research. This paper presents our work on theMemotion Analysis shared task of SemEval 2020, which…

Computer Vision and Pattern Recognition · Computer Science 2020-08-04 Pradyumna Gupta , Himanshu Gupta , Aman Sinha

In recent years, Internet memes have been widely used in online chatting. Compared with text-based communication, conversations become more expressive and attractive when Internet memes are incorporated. This paper presents our solutions…

Computation and Language · Computer Science 2022-03-09 Hua Lu , Zhen Guo , Chanjuan Li , Yunyi Yang , Huang He , Siqi Bao

Embodied intelligence, a grand challenge in artificial intelligence, is fundamentally constrained by the limited spatial understanding and reasoning capabilities of current models. Prevailing efforts to address this through enhancing…

Artificial Intelligence · Computer Science 2025-12-19 Zhi Helu , Huang Jingjing , Xu Wang , Xu Yangbin , Zhang Wanyue , Jiang Baoyang , Deng Shirui , Zhu Liang , Li Fangfang , Zhao Tiejun , Lin Yankai , Yao Yuan

Memes are an increasingly prevalent element of online discourse in social networks, especially among young audiences. They carry ideas and messages that range from humorous to hateful, and are widely consumed. Their potentially high impact…