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Online users discuss and converse about all sorts of topics on social networks. Facebook, Twitter, Reddit are among many other networks where users can have this freedom of information sharing. The abundance of information shared over these…

社会与信息网络 · 计算机科学 2021-11-24 Jasser Jasser , Ivan Garibay , Steve Scheinert , Alexander V. Mantzaris

Working with documents is a key part of almost any knowledge work, from contextualizing research in a literature review to reviewing legal precedent. Recently, as their capabilities have expanded, primarily text-based NLP systems have often…

计算与语言 · 计算机科学 2025-04-18 Sireesh Gururaja , Nupoor Gandhi , Jeremiah Milbauer , Emma Strubell

Sarcasm is common in online discussions, yet difficult for machines to identify because the intended meaning often contradicts the literal wording. In this work, I study sarcasm detection using only classical machine learning methods and…

计算与语言 · 计算机科学 2026-01-26 Subrata Karmaker

Many computer scientists use the aggregated answers of online workers to represent ground truth. Prior work has shown that aggregation methods such as majority voting are effective for measuring relatively objective features. For subjective…

计算与语言 · 计算机科学 2021-04-06 Jiele Wu , Chau-Wai Wong , Xinyan Zhao , Xianpeng Liu

Named Entity Recognition and Disambiguation (NERD) systems are foundational for information retrieval, question answering, event detection, and other natural language processing (NLP) applications. We introduce TweetNERD, a dataset of 340K+…

计算与语言 · 计算机科学 2022-10-18 Shubhanshu Mishra , Aman Saini , Raheleh Makki , Sneha Mehta , Aria Haghighi , Ali Mollahosseini

Finding experts is essential in Community Question Answering (CQA) platforms as it enables the effective routing of questions to potential users who can provide relevant answers. The key is to personalized learning expert representations…

信息检索 · 计算机科学 2024-09-04 Qiyao Peng , Hongyan Xu , Yinghui Wang , Hongtao Liu , Cuiying Huo , Wenjun Wang

Recently, powerful Large Language Models (LLMs) have become easily accessible to hundreds of millions of users world-wide. However, their strong capabilities and vast world knowledge do not come without associated privacy risks. In this…

机器学习 · 计算机科学 2024-11-05 Hanna Yukhymenko , Robin Staab , Mark Vero , Martin Vechev

We present PeerQA, a real-world, scientific, document-level Question Answering (QA) dataset. PeerQA questions have been sourced from peer reviews, which contain questions that reviewers raised while thoroughly examining the scientific…

计算与语言 · 计算机科学 2025-02-20 Tim Baumgärtner , Ted Briscoe , Iryna Gurevych

We address the Named Entity Disambiguation (NED) problem for short, user-generated texts on the social Web. In such settings, the lack of linguistic features and sparse lexical context result in a high degree of ambiguity and sharp…

信息检索 · 计算机科学 2013-04-10 Elizabeth L. Murnane , Bernhard Haslhofer , Carl Lagoze

Human-annotated data plays a critical role in the fairness of AI systems, including those that deal with life-altering decisions or moderating human-created web/social media content. Conventionally, annotator disagreements are resolved…

Pre-training on larger datasets with ever increasing model size is now a proven recipe for increased performance across almost all NLP tasks. A notable exception is information retrieval, where additional pre-training has so far failed to…

Misinformation about critical issues such as climate change and vaccine safety is oftentimes amplified on online social and search platforms. The crowdsourcing of content credibility assessment by laypeople has been proposed as one strategy…

人机交互 · 计算机科学 2020-08-24 Md Momen Bhuiyan , Amy X. Zhang , Connie Moon Sehat , Tanushree Mitra

Online discussion forums provide crucial data to understand the concerns of a wide range of real-world communities. However, the typical qualitative and quantitative methodologies used to analyze those data, such as thematic analysis and…

计算与语言 · 计算机科学 2025-02-18 Varun Nagaraj Rao , Eesha Agarwal , Samantha Dalal , Dan Calacci , Andrés Monroy-Hernández

Product-specific community question answering platforms can greatly help address the concerns of potential customers. However, the user-provided answers on such platforms often vary a lot in their qualities. Helpfulness votes from the…

计算与语言 · 计算机科学 2020-03-16 Wenxuan Zhang , Wai Lam , Yang Deng , Jing Ma

Accurately estimating how users respond to moderation interventions is paramount for developing effective and user-centred moderation strategies. However, this requires a clear understanding of which user characteristics are associated with…

计算机与社会 · 计算机科学 2025-10-24 Benedetta Tessa , Alejandro Moreo , Stefano Cresci , Tiziano Fagni , Fabrizio Sebastiani

Online medical forums have become a predominant platform for answering health-related information needs of consumers. However, with a significant rise in the number of queries and the limited availability of experts, it is necessary to…

Long texts are ubiquitous on social platforms, yet readers often face information overload and struggle to locate key content. Comments provide valuable external perspectives for understanding, questioning, and complementing the text, but…

人机交互 · 计算机科学 2026-04-03 Shuai Chen , Lei Han , Haoran Zhang , Kaihao Liu , Zhaoman Zhong

Commenting platforms, such as Disqus, have emerged as a major online communication platform with millions of users and posts. Their popularity has also attracted parasitic and malicious behav- iors, such as trolling and spamming. There has…

社会与信息网络 · 计算机科学 2018-06-07 Tai Ching Li , Joobin Gharibshah , Evangelos E. Papalexakis , Michalis Faloutsos

Review comments play an important role in the evolution of documents. For a large document, the number of review comments may become large, making it difficult for the authors to quickly grasp what the comments are about. It is important to…

计算与语言 · 计算机科学 2022-10-04 Gautam Choudhary , Natwar Modani , Nitish Maurya

Answering questions is a primary goal of many conversational systems or search products. While most current systems have focused on answering questions against structured databases or curated knowledge graphs, on-line community forums or…

计算与语言 · 计算机科学 2019-11-11 Alexandre Rochette , Yadollah Yaghoobzadeh , Timothy J. Hazen