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Crowdsourcing is a valuable approach for tracking objects in videos in a more scalable manner than possible with domain experts. However, existing frameworks do not produce high quality results with non-expert crowdworkers, especially for…

计算机视觉与模式识别 · 计算机科学 2020-10-01 Samreen Anjum , Chi Lin , Danna Gurari

In this paper, we study idea mining from crowdsourcing applications which encourage a group of people, who are usually undefined and very large sized, to generate ideas for new product development (NPD). In order to isolate the relatively…

信息检索 · 计算机科学 2015-02-26 Thanh-Cong Dinh , Hyerim Bae , Jaehun Park , Joonsoo Bae

Crowdsourcing has become a popular method for collecting labeled training data. However, in many practical scenarios traditional labeling can be difficult for crowdworkers (for example, if the data is high-dimensional or unintuitive, or the…

机器学习 · 统计学 2017-12-14 Tom Hope , Dafna Shahaf

The emergence of large language models (LLMs) has sparked much interest in creating LLM-based digital populations that can be applied to many applications such as social simulation, crowdsourcing, marketing, and recommendation systems. A…

多智能体系统 · 计算机科学 2026-01-15 Ryan Feng Lin , Keyu Tian , Hanming Zheng , Congjing Zhang , Li Zeng , Shuai Huang

Crowdsourcing has been widely used to efficiently obtain labeled datasets for supervised learning from large numbers of human resources at low cost. However, one of the technical challenges in obtaining high-quality results from…

人机交互 · 计算机科学 2023-02-28 Ryosuke Ueda , Koh Takeuchi , Hisashi Kashima

This paper presents an overview of a program designed to address the growing need for developing freely available speech resources for under-represented languages. At present we have released 38 datasets for building text-to-speech and…

In this paper, we explore how to efficiently combine crowdsourcing and machine intelligence for the problem of document screening, where we need to screen documents with a set of machine-learning filters. Specifically, we focus on building…

信息检索 · 计算机科学 2020-12-07 Evgeny Krivosheev , Burcu Sayin , Alessandro Bozzon , Zoltán Szlávik

Crowdsourcing provides a practical way to obtain large amounts of labeled data at a low cost. However, the annotation quality of annotators varies considerably, which imposes new challenges in learning a high-quality model from the…

机器学习 · 计算机科学 2021-06-15 Zhendong Chu , Jing Ma , Hongning Wang

Generative artificial intelligence attracts significant attention, especially with the introduction of large language models. Its capabilities are being exploited to solve various software engineering tasks. Thanks to their ability to…

软件工程 · 计算机科学 2026-02-06 Lukas Radosky , Ivan Polasek

The unprecedented demand for large amount of data has catalyzed the trend of combining human insights with machine learning techniques, which facilitate the use of crowdsourcing to enlist label information both effectively and efficiently.…

机器学习 · 统计学 2018-06-26 Yao Zhou , Jingrui He

Lexical-semantic resources (LSRs), such as online lexicons and wordnets, are fundamental to natural language processing applications as well as to fields such as linguistic anthropology and language preservation. In many languages, however,…

计算与语言 · 计算机科学 2025-11-21 Hadi Khalilia , Jahna Otterbacher , Gabor Bella , Shandy Darma , Fausto Giunchiglia

Massive amounts of contributed content -- including traditional literature, blogs, music, videos, reviews and tweets -- are available on the Internet today, with authors numbering in many millions. Textual information, such as product or…

数字图书馆 · 计算机科学 2014-05-21 Mishari Almishari , Ekin Oguz , Gene Tsudik

Robot learning has emerged as a promising tool for taming the complexity and diversity of the real world. Methods based on high-capacity models, such as deep networks, hold the promise of providing effective generalization to a wide range…

Crowdsourcing is the outsourcing of tasks to a crowd of contributors on a dedicated platform. The crowd on these platforms is very diversified and includes various profiles of contributors which generates data of uneven quality. However,…

人工智能 · 计算机科学 2023-03-09 Constance Thierry , Arnaud Martin , Jean-Christophe Dubois , Yolande Le Gall

Crowdsourcing has become widely used in supervised scenarios where training sets are scarce and difficult to obtain. Most crowdsourcing models in the literature assume labelers can provide answers to full questions. In classification…

机器学习 · 计算机科学 2019-08-15 Belen Saldias , Pavlos Protopapas , Karim Pichara

This work-in-progress paper describes a vision, i.e., that of fast and reliable software user experience studies conducted with the help from the crowd. Commonly, user studies are controlled in-lab activities that require the instruction,…

人机交互 · 计算机科学 2016-09-06 Florian Daniel , Pavel Kucherbaev

Crowdsourcing systems, in which numerous tasks are electronically distributed to numerous "information piece-workers", have emerged as an effective paradigm for human-powered solving of large scale problems in domains such as image…

机器学习 · 计算机科学 2013-03-27 David R. Karger , Sewoong Oh , Devavrat Shah

Crowdsourcing models applied to work on mobile devices continuously reach new ways of solving sophisticated problems, now with a use of portable advanced devices, where users are not limited to a stationary use. There exists an open problem…

社会与信息网络 · 计算机科学 2015-05-29 Oskar Jarczyk

We investigate how large language models can be used as research tools in scientific computing while preserving mathematical rigor. We propose a human-in-the-loop workflow for interactive theorem proving and discovery with LLMs. Human…

人机交互 · 计算机科学 2025-12-12 Chenyi Li , Zhijian Lai , Dong An , Jiang Hu , Zaiwen Wen

Through the combination of crowdsourcing knowledge graph and teaching system, research methods to generate knowledge graph and its applications. Using two crowdsourcing approaches, crowdsourcing task distribution and reverse captcha…

数据库 · 计算机科学 2020-10-20 Jinta Weng , Ying Gao , Jing Qiu , Guozhu Ding , Huanqin Zheng