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The problem of "approximating the crowd" is that of estimating the crowd's majority opinion by querying only a subset of it. Algorithms that approximate the crowd can intelligently stretch a limited budget for a crowdsourcing task. We…

Social and Information Networks · Computer Science 2012-04-17 Seyda Ertekin , Haym Hirsh , Cynthia Rudin

Software crowdsourcing platforms employ extrinsic rewards such as rating or ranking systems to motivate workers. Such rating systems are noisy and provide limited knowledge about workers' preferences and performance. To develop better…

Software Engineering · Computer Science 2022-01-20 Razieh Saremi , Hamid Shamszare , Marzieh Lotfalian Saremi , Ye Yang

This paper introduces Gamified Adversarial Prompting (GAP), a framework that crowd-sources high-quality data for visual instruction tuning of large multimodal models. GAP transforms the data collection process into an engaging game,…

Artificial Intelligence · Computer Science 2024-10-10 Shashank Yadav , Rohan Tomar , Garvit Jain , Chirag Ahooja , Shubham Chaudhary , Charles Elkan

Conducting user studies is a crucial component in many scientific fields. While some studies require participants to be physically present, other studies can be conducted both physically (e.g. in-lab) and online (e.g. via crowdsourcing).…

Human-Computer Interaction · Computer Science 2020-10-26 Patrik Jonell , Taras Kucherenko , Ilaria Torre , Jonas Beskow

The emergence of generative large language models (LLMs) raises the question: what will be its impact on crowdsourcing? Traditionally, crowdsourcing has been used for acquiring solutions to a wide variety of human-intelligence tasks,…

Computation and Language · Computer Science 2023-10-23 Jan Cegin , Jakub Simko , Peter Brusilovsky

Crowd sensing is a new paradigm which leverages the pervasive smartphones to efficiently collect and upload sensing data, enabling numerous novel applications. To achieve good service quality for a crowd sensing application, incentive…

Networking and Internet Architecture · Computer Science 2014-12-25 Jiajun Sun

Existing research in crowdsourcing has investigated how to recommend tasks to workers based on which task the workers have already completed, referred to as {\em implicit feedback}. We, on the other hand, investigate the task recommendation…

Artificial Intelligence · Computer Science 2016-09-08 Habibur Rahman , Lucas Joppa , Senjuti Basu Roy

How good are humans at writing and judging responses in retrieval-augmented generation (RAG) scenarios? To answer this question, we investigate the efficacy of crowdsourcing for RAG through two complementary studies: response writing and…

Information Retrieval · Computer Science 2025-04-23 Lukas Gienapp , Tim Hagen , Maik Fröbe , Matthias Hagen , Benno Stein , Martin Potthast , Harrisen Scells

We build on the increasing availability of Virtual Reality (VR) devices and Web technologies to conduct behavioral experiments in VR using crowdsourcing techniques. A new recruiting and validation method allows us to create a panel of…

Human-Computer Interaction · Computer Science 2019-05-15 Xiao Ma , Megan Cackett , Leslie Park , Eric Chien , Mor Naaman

Crowdsourcing provides a popular paradigm for data collection at scale. We study the problem of selecting subsets of workers from a given worker pool to maximize the accuracy under a budget constraint. One natural question is whether we…

Machine Learning · Statistics 2015-02-04 Hongwei Li , Qiang Liu

In this paper, we propose FairCrowd, a private, fair, and verifiable framework for aggregate statistics in mobile crowdsensing based on the public blockchain. In specific, mobile users are incentivized to collect and share private data…

Cryptography and Security · Computer Science 2020-07-21 Miao He , Jianbing Ni , Dongxiao Liu , Haomiao Yang , Xuemin , Shen

Authoring realistic behaviors to populate a large virtual city can be a cumbersome, time-consuming and error-prone task. Believable crowds require the effort of storytellers and programming experts working together for long periods of time.…

Graphics · Computer Science 2018-11-27 O. Rogla , N. Pelechano , G. Patow

Natural language interfaces have become a common part of modern digital life. Chatbots utilize text-based conversations to communicate with users; personal assistants on smartphones such as Google Assistant take direct speech commands from…

Human-Computer Interaction · Computer Science 2019-09-13 Ting-Hao 'Kenneth' Huang , Amos Azaria , Oscar J. Romero , Jeffrey P. Bigham

As the Internet grows in importance, it is vital to develop methods and techniques for educating end-users to improve their awareness of online privacy. Web-based education tools have been proven effective in many domains and have been…

Computers and Society · Computer Science 2016-03-10 Wendy Wang , Yu Tao , Kai Wang , Dominik Jedruszczak , Ben Knutson

Crowdsourcing is an effective method to collect data by employing distributed human population. Researchers introduce appropriate reward mechanisms to incentivize agents to report accurately. In particular, this paper focuses on Peer-Based…

Computer Science and Game Theory · Computer Science 2021-12-23 Samhita Kanaparthy , Sankarshan Damle , Sujit Gujar

Large-scale labeled dataset is the indispensable fuel that ignites the AI revolution as we see today. Most such datasets are constructed using crowdsourcing services such as Amazon Mechanical Turk which provides noisy labels from…

Human-Computer Interaction · Computer Science 2022-03-15 Chong Liu , Yu-Xiang Wang

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…

Human-Computer Interaction · Computer Science 2022-11-10 Paul Denny , Sami Sarsa , Arto Hellas , Juho Leinonen

General-purpose crowdsourcing platforms are increasingly being harnessed for creative work. The platforms' potential for creative work is clearly identified, but the workers' perspectives on such work have not been extensively documented.…

Human-Computer Interaction · Computer Science 2020-01-22 Jonas Oppenlaender , Kristy Milland , Aku Visuri , Panos Ipeirotis , Simo Hosio

Traditionally, the term crowd was used almost exclusively in the context of people who self-organized around a common purpose, emotion or experience. Today, however, firms often refer to crowds in discussions of how collections of…

Computers and Society · Computer Science 2017-02-15 J. Prpic , P. P. Shukla , J. H. Kietzmann , I. P. McCarthy

We consider crowdsourcing problems where the users are asked to provide evaluations for items; the user evaluations are then used directly, or aggregated into a consensus value. Lacking an incentive scheme, users have no motive in making…

Computer Science and Game Theory · Computer Science 2017-05-09 Luca de Alfaro , Marco Faella , Vassilis Polychronopoulos , Michael Shavlovsky
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