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While microtask crowdsourcing provides a new way to solve large volumes of small tasks at a much lower price compared with traditional in-house solutions, it suffers from quality problems due to the lack of incentives. On the other hand,…

计算机科学与博弈论 · 计算机科学 2013-05-30 Yang Gao , Yan Chen , K. J. Ray Liu

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-based content moderation is a platform that hosts content moderation tasks for crowd workers to review user submissions (e.g. text, images and videos) and make decisions regarding the admissibility of the posted content, along…

计算机科学与博弈论 · 计算机科学 2021-06-08 Sainath Sanga , Venkata Sriram Siddhardh Nadendla

Dialog system developers need high-quality data to train, fine-tune and assess their systems. They often use crowdsourcing for this since it provides large quantities of data from many workers. However, the data may not be of sufficiently…

计算与语言 · 计算机科学 2022-07-27 Jessica Huynh , Ting-Rui Chiang , Jeffrey Bigham , Maxine Eskenazi

Crowd employment is a new form of short term employment that has been rapidly becoming a source of income for a vast number of people around the globe. It differs considerably from more traditional forms of work, yet similar ethical and…

社会与信息网络 · 计算机科学 2017-11-10 Lisa Posch , Arnim Bleier , Fabian Flöck , Markus Strohmaier

In this article, we introduce and evaluate the concept of robosourcing for creating educational content. Robosourcing lies in the intersection of crowdsourcing and large language models, where instead of a crowd of humans, requests to large…

人机交互 · 计算机科学 2022-11-10 Paul Denny , Sami Sarsa , Arto Hellas , Juho Leinonen

Modern machine learning approaches have led to performant diagnostic models for a variety of health conditions. Several machine learning approaches, such as decision trees and deep neural networks, can, in principle, approximate any…

人机交互 · 计算机科学 2024-06-05 Peter Washington

We are amidst an explosion of artificial intelligence research, particularly around large language models (LLMs). These models have a range of applications across domains like medicine, finance, commonsense knowledge graphs, and…

人机交互 · 计算机科学 2023-07-06 Garrett Allen , Gaole He , Ujwal Gadiraju

Crowdsourcing platforms enable companies to propose tasks to a large crowd of users. The workers receive a compensation for their work according to the serious of the tasks they managed to accomplish. The evaluation of the quality of…

Key Opinion Leaders (KOLs) are people that have a strong influence and their opinions are listened to by people when making important decisions. Crowdsourcing provides an efficient and cost-effective means to gather data for the KOL finding…

信息检索 · 计算机科学 2021-10-20 Hossein A. Rahmani , Jie Yang

Low-quality results have been a long-standing problem on microtask crowdsourcing platforms, driving away requesters and justifying low wages for workers. To date, workers have been blamed for low-quality results: they are said to make as…

Data fusion has played an important role in data mining because high-quality data is required in a lot of applications. As on-line data may be out-of-date and errors in the data may propagate with copying and referring between sources, it…

数据库 · 计算机科学 2017-02-03 Yunfan Chen , Lei Chen , Chen Jason Zhang

We consider unsupervised crowdsourcing performance based on the model wherein the responses of end-users are essentially rated according to how their responses correlate with the majority of other responses to the same subtasks/questions.…

机器学习 · 计算机科学 2011-10-11 G. Kesidis , A. Kurve

Ranking a set of samples based on subjectivity, such as the experience quality of streaming video or the happiness of images, has been a typical crowdsourcing task. Numerous studies have employed paired comparison analysis to solve…

人机交互 · 计算机科学 2023-02-24 Ming-Hung Wang , Chia-Yuan Zhang , Jia-Ru Song

Crowdsourcing has become an important tool to collect data for various artificial intelligence applications and auction can be an effective way to allocate work and determine reward in a crowdsourcing platform. In this paper, we focus on…

计算机科学与博弈论 · 计算机科学 2022-02-22 Timothy Shin Heng Mak , Albert Y. S. Lam

This paper investigates the shift in crowdsourcing towards self-managed enterprises of crowdworkers (SMECs), diverging from traditional platform-controlled models. It reviews the literature to understand the foundational aspects of this…

人机交互 · 计算机科学 2024-05-10 Alexandre Prestes Uchoa , Daniel Schneider

With the emergence of the Internet of things (IoT), human life is now progressing towards smartification faster than ever before. Thus, smart cities become automated in different aspects such as business, education, economy, medicine, and…

In crowdsourcing, a group of common people is asked to execute the tasks and in return will receive some incentives. In this article, one of the crowdsourcing scenarios with multiple heterogeneous tasks and multiple IoT devices (as task…

计算机科学与博弈论 · 计算机科学 2023-04-04 Chattu Bhargavi , Vikash Kumar Singh

Traditional employment usually provides mechanisms for workers to improve their skills to access better opportunities. However, crowd work platforms like Amazon Mechanical Turk (AMT) generally do not support skill development (i.e.,…

人机交互 · 计算机科学 2018-11-14 Chun-Wei Chiang , Anna Kasunic , Saiph Savage

The present research examines two problems inherent to the creation of crowdsourcing games: how to give feedback when the right answer is not always known by the game and how much time to give players without sacrificing data quality. Taken…

人机交互 · 计算机科学 2016-09-09 Gili Freedman , Sukdith Punjasthitkul , Max Seidman , Mary Flanagan