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Stickers have become a ubiquitous part of modern-day communication, conveying complex emotions through visual imagery. To facilitate the development of more powerful algorithms for analyzing stickers, we propose a large-scale Chinese…

Computer Vision and Pattern Recognition · Computer Science 2023-06-13 Sijie Zhao , Yixiao Ge , Zhongang Qi , Lin Song , Xiaohan Ding , Zehua Xie , Ying Shan

As a common form of communication in social media,stickers win users' love in the internet scenarios, for their ability to convey emotions in a vivid, cute, and interesting way. People prefer to get an appropriate sticker through retrieval…

Human-Computer Interaction · Computer Science 2025-03-27 Zhiqiang Yuan , Jiapei Zhang , Ying Deng , Yeshuang Zhu , Jie Zhou , Jinchao Zhang

Instant messaging with texts and stickers has become a widely adopted communication medium, enabling efficient expression of user semantics and emotions. With the increased use of stickers conveying information and feelings, sticker…

Information Retrieval · Computer Science 2025-07-11 Heng Er Metilda Chee , Jiayin Wang , Zhiqiang Guo , Weizhi Ma , Qinglang Guo , Min Zhang

Using stickers in online chatting is very prevalent on social media platforms, where the stickers used in the conversation can express someone's intention/emotion/attitude in a vivid, tactful, and intuitive way. Existing sticker retrieval…

Multimedia · Computer Science 2025-09-18 Bin Liang , Bingbing Wang , Zhixin Bai , Qiwei Lang , Mingwei Sun , Kaiheng Hou , Lanjun Zhou , Ruifeng Xu , Kam-Fai Wong

Stickers with vivid and engaging expressions are becoming increasingly popular in online messaging apps, and some works are dedicated to automatically select sticker response by matching text labels of stickers with previous utterances.…

Computation and Language · Computer Science 2020-03-11 Shen Gao , Xiuying Chen , Chang Liu , Li Liu , Dongyan Zhao , Rui Yan

Instant Messaging is a popular means for daily communication, allowing users to send text and stickers. As the saying goes, "a picture is worth a thousand words", so developing an effective sticker retrieval technique is crucial for…

Information Retrieval · Computer Science 2025-06-03 Heng Er Metilda Chee , Jiayin Wang , Zhiqiang Guo , Weizhi Ma , Min Zhang

Stickers have become a popular form of visual communication, yet understanding their semantic relationships remains challenging due to their highly diverse and symbolic content. In this work, we formally {define the Sticker Semantic…

Computer Vision and Pattern Recognition · Computer Science 2025-11-10 Heng Er Metilda Chee , Jiayin Wang , Zhiqiang Guo , Weizhi Ma , Min Zhang

Sign language recognition is a challenging and often underestimated problem comprising multi-modal articulators (handshape, orientation, movement, upper body and face) that integrate asynchronously on multiple streams. Learning powerful…

Computer Vision and Pattern Recognition · Computer Science 2019-11-22 Hamid Reza Vaezi Joze , Oscar Koller

Despite the widespread use of Transformer-based text embedding models in NLP tasks, surprising 'sticky tokens' can undermine the reliability of embeddings. These tokens, when repeatedly inserted into sentences, pull sentence similarity…

Computation and Language · Computer Science 2025-07-25 Kexin Chen , Dongxia Wang , Yi Liu , Haonan Zhang , Wenhai Wang

In enterprise search, building high-quality datasets at scale remains a central challenge due to the difficulty of acquiring labeled data. To resolve this challenge, we propose an efficient approach to fine-tune small language models (SLMs)…

Memes have emerged as a powerful form of communication, integrating visual and textual elements to convey humor, satire, and cultural messages. Existing research has focused primarily on aspects such as emotion classification, meme…

Machine Learning · Computer Science 2025-01-24 Shiling Deng , Serge Belongie , Peter Ebert Christensen

In real-world conversations, the diversity and ambiguity of stickers often lead to varied interpretations based on the context, necessitating the requirement for comprehensively understanding stickers and supporting multi-tagging. To…

Multimedia · Computer Science 2024-06-18 Bingbing Wang , Bin Liang , Chun-Mei Feng , Wangmeng Zuo , Zhixin Bai , Shijue Huang , Kam-Fai Wong , Xi Zeng , Ruifeng Xu

Query Segmentation is one of the critical components for understanding users' search intent in Information Retrieval tasks. It involves grouping tokens in the search query into meaningful phrases which help downstream tasks like search…

Information Retrieval · Computer Science 2017-07-26 Ajinkya Kale , Thrivikrama Taula , Sanjika Hewavitharana , Amit Srivastava

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…

Computation and Language · Computer Science 2026-03-25 Shijia Zhou , Saif M. Mohammad , Barbara Plank , Diego Frassinelli

Large reasoning models (LRMs) have exhibited strong performance on complex reasoning tasks, with further gains achievable through increased computational budgets at inference. However, current test-time scaling methods predominantly rely on…

Artificial Intelligence · Computer Science 2025-09-09 Jie Chen , Jinhao Jiang , Yingqian Min , Zican Dong , Shijie Wang , Wayne Xin Zhao , Ji-Rong Wen

Stickers are increasingly used in social media to express sentiment and intent. Despite their significant impact on sentiment analysis and intent recognition, little research has been conducted in this area. To address this gap, we propose…

Computation and Language · Computer Science 2025-07-24 Yuanchen Shi , Biao Ma , Longyin Zhang , Fang Kong

With the increasing popularity of online chatting, stickers are becoming important in our online communication. Selecting appropriate stickers in open-domain dialogue requires a comprehensive understanding of both dialogues and stickers, as…

Computation and Language · Computer Science 2022-09-19 Zhexin Zhang , Yeshuang Zhu , Zhengcong Fei , Jinchao Zhang , Jie Zhou

The quality of training data is critical to the performance of machine learning applications in domains like transportation, healthcare, and robotics. Accurate image labeling, however, often relies on time-consuming, expert-driven methods…

Human-Computer Interaction · Computer Science 2025-05-28 Baichuan Li , Larry Powell , Tracy Hammond

We introduce Multi-SimLex, a large-scale lexical resource and evaluation benchmark covering datasets for 12 typologically diverse languages, including major languages (e.g., Mandarin Chinese, Spanish, Russian) as well as less-resourced ones…

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