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Biologists and scientists have been tackling the problem of marine life monitoring and fish stock estimation for many years now. Efforts are now directed to move towards non-intrusive methods, by utilizing specially designed underwater…

人机交互 · 计算机科学 2020-11-17 Pushyami Kaveti , Md Navid Akbar

Crowdsourcing requesters on Amazon Mechanical Turk (AMT) have raised questions about the reliability of the workers. The AMT workforce is very diverse and it is not possible to make blanket assumptions about them as a group. Some requesters…

计算与语言 · 计算机科学 2021-11-10 Jessica Huynh , Jeffrey Bigham , Maxine Eskenazi

We investigate the feasibility of obtaining highly trustworthy results using crowdsourcing on complex engineering tasks. Crowdsourcing is increasingly seen as a potentially powerful way of increasing the supply of labor for solving…

To prevent the costly and inefficient use of resources on low-quality annotations, we want a method for creating a pool of dependable annotators who can effectively complete difficult tasks, such as evaluating automatic summarization. Thus,…

In 2013, scholars laid out a framework for a sustainable, ethical future of crowd work, recommending career ladders so that crowd work can lead to career advancement and more economic mobility. Five years later, we consider this vision in…

人机交互 · 计算机科学 2019-02-15 Anna Kasunic , Chun-Wei Chiang , Geoff Kaufman , Saiph Savage

Despite a plethora of research dedicated to designing HITs for non-workstations, there is a lack of research looking specifically into workers' perceptions of the suitability of these devices for managing and completing work. In this work,…

人机交互 · 计算机科学 2024-09-10 Senjuti Dutta , Scott Ruoti , Rhema Linder , Alex C. Williams , Anastasia Kuzminykh

Current practices regarding data collection for natural language processing on Amazon Mechanical Turk (MTurk) often rely on a combination of studies on data quality and heuristics shared among NLP researchers. However, without considering…

计算与语言 · 计算机科学 2023-11-17 Olivia Huang , Eve Fleisig , Dan Klein

Crowdsourcing markets like Amazon's Mechanical Turk (MTurk) make it possible to task people with small jobs, such as labeling images or looking up phone numbers, via a programmatic interface. MTurk tasks for processing datasets with humans…

数据库 · 计算机科学 2011-10-03 Adam Marcus , Eugene Wu , David Karger , Samuel Madden , Robert Miller

A growing number of people are working as part of on-line crowd work, which has been characterized by its low wages; yet, we know little about wage distribution and causes of low/high earnings. We recorded 2,676 workers performing 3.8…

计算机与社会 · 计算机科学 2017-12-29 Kotaro Hara , Abi Adams , Kristy Milland , Saiph Savage , Chris Callison-Burch , Jeffrey Bigham

Teachable interfaces can empower end-users to attune machine learning systems to their idiosyncratic characteristics and environment by explicitly providing pertinent training examples. While facilitating control, their effectiveness can be…

人机交互 · 计算机科学 2020-02-07 Jonggi Hong , Kyungjun Lee , June Xu , Hernisa Kacorri

The most frequently used method to collect research data online is crowdsouring and its use continues to grow rapidly. This report investigates for the first time whether researchers also have to expect significantly different hardware…

人机交互 · 计算机科学 2023-06-19 Paul-David Joshua Zuercher

Crowdsourcing platforms such as Amazon Mechanical Turk (MTurk) are important tools for researchers seeking to conduct studies with a broad, global participant base. Despite their popularity and demonstrated utility, we present evidence that…

人机交互 · 计算机科学 2025-11-04 Shengqian Wang , Israt Jahan Jui , Julie Thorpe

While Amazon's Mechanical Turk (AMT) helped launch the paid crowd work industry eight years ago, many new vendors now offer a range of alternative models. Despite this, little crowd work research has explored other platforms. Such…

计算机与社会 · 计算机科学 2013-10-08 Donna Vakharia , Matthew Lease

Microtask crowdsourcing is increasingly critical to the creation of extremely large datasets. As a result, crowd workers spend weeks or months repeating the exact same tasks, making it necessary to understand their behavior over these long…

人机交互 · 计算机科学 2016-11-02 Kenji Hata , Ranjay Krishna , Li Fei-Fei , Michael S. Bernstein

In this paper, we present our system design for conducting longitudinal daily-task studies with the same workers throughout on Amazon Mechanical Turk. We implement this system to conduct a study into touch dynamics, and present our…

人机交互 · 计算机科学 2021-11-18 Henry Turner , Simon Eberz , Ivan Martinovic

Can advanced multi-modal models effectively tackle complex web-based tasks? Such tasks are often found on crowdsourcing platforms, where crowdworkers engage in challenging micro-tasks within web-based environments. Building on this idea, we…

Imitation Learning has empowered recent advances in learning robotic manipulation tasks by addressing shortcomings of Reinforcement Learning such as exploration and reward specification. However, research in this area has been limited to…

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

Microtask crowdsourcing is the practice of breaking down an overarching task to be performed into numerous, small, and quick microtasks that are distributed to an unknown, large set of workers. Microtask crowdsourcing has shown potential in…

软件工程 · 计算机科学 2016-12-12 Christian Medeiros Adriano , Andre van der Hoek

Crowd markets have traditionally limited workers by not providing transparency information concerning which tasks pay fairly or which requesters are unreliable. Researchers believe that a key reason why crowd workers earn low wages is due…

人机交互 · 计算机科学 2020-05-14 Saiph Savage , Chun-Wei Chiang , Susumu Saito , Carlos Toxtli , Jeffrey Bigham
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