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Automated data quality assessment is crucial for managing big data, but existing solutions face challenges in achieving accurate context-aware assessment. This paper presents a novel knowledge-based approach to enhance automated data…

Machine Learning · Computer Science 2026-05-21 Hadi Fadlallah , Rima Kilany , Mitri Haber , Ali Jaber

Development of the majority of the leading web services and software products today is generally guided by data-driven decisions based on evaluation that ensures a steady stream of updates, both in terms of quality and quantity. Large…

Human-Computer Interaction · Computer Science 2018-09-05 Roman Budylin , Alexey Drutsa , Gleb Gusev , Pavel Serdyukov , Igor Yashkov

Webcam-based eye tracking is a cost-effective, scalable method for remote research that effectively reaches broader populations. However, uncontrolled environments and hardware diversity lead to inconsistent data quality in crowdsourcing.…

Human-Computer Interaction · Computer Science 2026-05-06 Ka Hei Carrie Lau , Enkelejda Kasneci

Over the years, many subjective and objective quality assessment datasets have been created and made available to the research community. However, there is no standard process for documenting the various aspects of the dataset, such as…

Multimedia · Computer Science 2023-05-04 Nabajeet Barman , Yuriy Reznik , Maria Martini

AI tools are increasingly deployed in community contexts. However, datasets used to evaluate AI are typically created by developers and annotators outside a given community, which can yield misleading conclusions about AI performance. How…

Human-Computer Interaction · Computer Science 2024-02-23 Tzu-Sheng Kuo , Aaron Halfaker , Zirui Cheng , Jiwoo Kim , Meng-Hsin Wu , Tongshuang Wu , Kenneth Holstein , Haiyi Zhu

Online platforms require robust systems to enforce content safety policies at scale. A critical component of these systems is the ability to evaluate the quality of moderation decisions made by both human agents and Large Language Models…

Evaluating the quality of a dialogue system is an understudied problem. The recent evolution of evaluation method motivated this survey, in which an explicit and comprehensive analysis of the existing methods is sought. We are first to…

Computation and Language · Computer Science 2021-08-04 Xinmeng Li , Wansen Wu , Long Qin , Quanjun Yin

Community Question Answering (CQA) websites can be claimed as the most major venues for knowledge sharing, and the most effective way of exchanging knowledge at present. Considering that massive amount of users are participating online and…

Information Retrieval · Computer Science 2018-10-29 Chaoran Huang , Lina Yao , Xianzhi Wang , Boualem Benatallah , Xiang Zhang

Web Warehouse is a read only repository maintained on the web to effectively handle the relevant data. Web warehouse is a system comprised of various subsystems and process. It supports the organizations in decision making. Quality of data…

Information Retrieval · Computer Science 2011-07-15 Umm-e-Mariya Shah , Maqbool Uddin Shaikh , Azra Shamim , Yasir Mehmood

Crowdsourcing enables one to leverage on the intelligence and wisdom of potentially large groups of individuals toward solving problems. Common problems approached with crowdsourcing are labeling images, translating or transcribing text,…

Human-Computer Interaction · Computer Science 2018-01-09 Florian Daniel , Pavel Kucherbaev , Cinzia Cappiello , Boualem Benatallah , Mohammad Allahbakhsh

Evaluation of open-domain dialogue systems is highly challenging and development of better techniques is highlighted time and again as desperately needed. Despite substantial efforts to carry out reliable live evaluation of systems in…

Computation and Language · Computer Science 2022-03-14 Tianbo Ji , Yvette Graham , Gareth J. F. Jones , Chenyang Lyu , Qun Liu

Data-driven systems need to be evaluated to establish trust in the scientific approach and its applicability. In particular, this is true for Knowledge Graph (KG) Question Answering (QA), where complex data structures are made accessible…

Computation and Language · Computer Science 2022-01-21 Aleksandr Perevalov , Xi Yan , Liubov Kovriguina , Longquan Jiang , Andreas Both , Ricardo Usbeck

High-quality data is key to interpretable and trustworthy data analytics and the basis for meaningful data-driven decisions. In practical scenarios, data quality is typically associated with data preprocessing, profiling, and cleansing for…

Databases · Computer Science 2019-07-19 Lisa Ehrlinger , Elisa Rusz , Wolfram Wöß

Over the years, performance evaluation has become essential in computer vision, enabling tangible progress in many sub-fields. While talking-head video generation has become an emerging research topic, existing evaluations on this topic…

Computer Vision and Pattern Recognition · Computer Science 2020-05-08 Lele Chen , Guofeng Cui , Ziyi Kou , Haitian Zheng , Chenliang Xu

Every day, thousands of customers post questions on Amazon product pages. After some time, if they are fortunate, a knowledgeable customer might answer their question. Observing that many questions can be answered based upon the available…

Computation and Language · Computer Science 2019-08-22 Mansi Gupta , Nitish Kulkarni , Raghuveer Chanda , Anirudha Rayasam , Zachary C Lipton

Can learning to measure the quality of an action help in measuring the quality of other actions? If so, can consolidated samples from multiple actions help improve the performance of current approaches? In this paper, we carry out…

Computer Vision and Pattern Recognition · Computer Science 2019-04-10 Paritosh Parmar , Brendan Tran Morris

Open-domain dialogue systems have started to engage in continuous conversations with humans. Those dialogue systems are required to be adjusted to the human interlocutor and evaluated in terms of their perspective. However, it is…

Computation and Language · Computer Science 2024-01-05 Yuma Tsuta , Naoki Yoshinaga , Shoetsu Sato , Masashi Toyoda

The Internet service provider industry is currently experiencing intense competition as companies strive to provide top-notch services to their customers. Providers are introducing cutting-edge technologies to enhance service quality,…

Networking and Internet Architecture · Computer Science 2024-04-26 Parsa H. S. Panahi , Amir H. Jalilvand , Abolfazl Diyanat

Machine Translation (MT) has achieved remarkable performance, with growing interest in speech translation and multimodal approaches. However, despite these advancements, MT quality assessment remains largely text centric, typically relying…

Computation and Language · Computer Science 2025-09-18 Sami Ul Haq , Sheila Castilho , Yvette Graham

Prepared domain specific datasets plays an important role to supervised learning approaches. In this article a new sentence dataset for software quality-in-use is proposed. Three experts were chosen to annotate the data using a proposed…

Software Engineering · Computer Science 2015-09-21 Issa Atoum , Chih How Bong , Narayanan Kulathuramaiyer