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When annotators disagree, predicting the labels given by individual annotators can capture nuances overlooked by traditional label aggregation. We introduce three approaches to predicting individual annotator ratings on the toxicity of text…

计算与语言 · 计算机科学 2024-10-17 Harbani Jaggi , Kashyap Murali , Eve Fleisig , Erdem Bıyık

A lack of demographic context in existing toxic speech datasets limits our understanding of how different age groups communicate online. In collaboration with funk, a German public service content network, this research introduces the first…

计算与语言 · 计算机科学 2025-09-01 Jan Fillies , Michael Peter Hoffmann , Rebecca Reichel , Roman Salzwedel , Sven Bodemer , Adrian Paschke

Emotion is essential in spoken communication, yet most existing frameworks in speech emotion modeling rely on predefined categories or low-dimensional continuous attributes, which offer limited expressive capacity. Recent advances in speech…

音频与语音处理 · 电气工程与系统科学 2026-04-07 Tianhua Qi , Wenming Zheng , Björn W. Schuller , Zhaojie Luo , Haizhou Li

In this paper, we present a semi-automated framework called AMUSED for gathering multi-modal annotated data from the multiple social media platforms. The framework is designed to mitigate the issues of collecting and annotating social media…

社会与信息网络 · 计算机科学 2021-08-11 Gautam Kishore Shahi

Many people consider news articles to be a reliable source of information on current events. However, due to the range of factors influencing news agencies, such coverage may not always be impartial. Media bias, or slanted news coverage,…

计算与语言 · 计算机科学 2021-05-26 T. Spinde , L. Rudnitckaia , K. Sinha , F. Hamborg , B. Gipp , K. Donnay

Multimodal affective computing analyzes user-generated social media content to predict emotional states. However, a critical gap remains in understanding how visual content shapes cognitive interpretations and elicits specific affective…

人工智能 · 计算机科学 2026-04-28 Nastaran Dab , Raziyeh Zall , Mohammadreza Kangavari

The complexity and diversity of today's media landscape provides many challenges for researchers studying news producers. These producers use many different strategies to get their message believed by readers through the writing styles they…

计算机与社会 · 计算机科学 2018-08-17 Benjamin D. Horne , William Dron , Sara Khedr , Sibel Adali

To combat fake news, researchers mostly focused on detecting fake news and journalists built and maintained fact-checking sites (e.g., Snopes.com and Politifact.com). However, fake news dissemination has been greatly promoted via social…

信息检索 · 计算机科学 2020-01-08 Di You , Nguyen Vo , Kyumin Lee , Qiang Liu

Is aesthetic impact different from beauty? Is visual salience a reflection of its capacity for effective communication? We present Impressions, a novel dataset through which to investigate the semiotics of images, and how specific visual…

计算机视觉与模式识别 · 计算机科学 2023-10-30 Julia Kruk , Caleb Ziems , Diyi Yang

Feature interaction is a core ingredient in ranking models for large-scale recommender systems, yet making it both expressive and efficiently scalable remains challenging. Exhaustive pairwise interaction is powerful but incurs quadratic…

信息检索 · 计算机科学 2026-01-27 Kaiyuan Li , Yongxiang Tang , Wenzheng Shu , Yanxiang Zeng , Chao Wang , Yanhua Cheng , Xialong Liu , Peng Jiang

In our multicultural world, affect-aware AI systems that support humans need the ability to perceive affect across variations in emotion expression patterns across cultures. These systems must perform well in cultural contexts without…

计算机视觉与模式识别 · 计算机科学 2022-11-01 Leena Mathur , Ralph Adolphs , Maja J Matarić

With the rapid advancement of diffusion models, text-to-image generation has achieved significant progress in image resolution, detail fidelity, and semantic alignment, particularly with models like Stable Diffusion 3.5, Stable Diffusion…

计算机视觉与模式识别 · 计算机科学 2025-06-05 Cheng Zhang , Hongxia xie , Bin Wen , Songhan Zuo , Ruoxuan Zhang , Wen-huang Cheng

Social Media has seen a tremendous growth in the last decade and is continuing to grow at a rapid pace. With such adoption, it is increasingly becoming a rich source of data for opinion mining and sentiment analysis. The detection and…

机器学习 · 计算机科学 2019-12-18 Rahul Radhakrishnan Iyer , Jing Chen , Haonan Sun , Keyang Xu

For the purpose of efficient and cost-effective large-scale data labeling, crowdsourcing is increasingly being utilized. To guarantee the quality of data labeling, multiple annotations need to be collected for each data sample, and truth…

Sentiment analysis, mostly based on text, has been rapidly developing in the last decade and has attracted widespread attention in both academia and industry. However, the information in the real world usually comes from multiple…

计算与语言 · 计算机科学 2019-12-12 Feiyang Chen , Ziqian Luo , Yanyan Xu , Dengfeng Ke

Processing human affective behavior is important for developing intelligent agents that interact with humans in complex interaction scenarios. A large number of current approaches that address this problem focus on classifying emotion…

人机交互 · 计算机科学 2019-09-02 Pablo Barros , Nikhil Churamani , Angelica Lim , Stefan Wermter

We introduce PerSenT, a dataset of crowd-sourced annotations of the sentiment expressed by the authors towards the main entities in news articles. The dataset also includes paragraph-level sentiment annotations to provide more fine-grained…

计算与语言 · 计算机科学 2023-01-18 Mohaddeseh Bastan , Mahnaz Koupaee , Youngseo Son , Richard Sicoli , Niranjan Balasubramanian

The message a designer wants to convey plays a pivotal role in directing the design of an infographic, yet most authoring workflows start with creating the visualizations or graphics first without gauging whether they fit the message. To…

人机交互 · 计算机科学 2024-04-17 Tongyu Zhou , Jeff Huang , Gromit Yeuk-Yin Chan

Automated fact-checking systems verify claims against evidence to predict their veracity. In real-world scenarios, the retrieved evidence may not unambiguously support or refute the claim and yield conflicting but valid interpretations.…

计算与语言 · 计算机科学 2023-12-15 Max Glockner , Ieva Staliūnaitė , James Thorne , Gisela Vallejo , Andreas Vlachos , Iryna Gurevych

In the wake of information overload in academia, methodologies and systems for search, recommendation, and prediction to aid researchers in identifying relevant research are actively studied and developed. Existing work, however, is limited…

数字图书馆 · 计算机科学 2023-11-06 Tarek Saier , Youxiang Dong , Michael Färber