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In this paper and demo we present a crowd and crowd+AI based system, called CrowdRev, supporting the screening phase of literature reviews and achieving the same quality as author classification at a fraction of the cost, and…

人机交互 · 计算机科学 2018-06-01 Jorge Ramirez , Evgeny Krivosheev , Marcos Baez , Fabio Casati , Boualem Benatallah

Crowdsourcing offers an affordable and scalable means to collect relevance judgments for IR test collections. However, crowd assessors may show higher variance in judgment quality than trusted assessors. In this paper, we investigate how to…

信息检索 · 计算机科学 2018-06-12 Mucahid Kutlu , Tyler McDonnell , Aashish Sheshadri , Tamer Elsayed , Matthew Lease

Crowdsourcing provides a flexible approach for leveraging human intelligence to solve large-scale problems, gaining widespread acceptance in domains like intelligent information processing, social decision-making, and crowd ideation.…

人机交互 · 计算机科学 2024-12-06 Lei Chai , Hailong Sun , Jing Zhang

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

For complex crowdsourcing tasks that require collaboration between multiple individuals, teams should be formed by considering both worker compatibility and expertise. Furthermore, the nature of crowdsourcing dictates the budget for tasks…

社会与信息网络 · 计算机科学 2025-11-17 Ryota Yamamoto , Kazushi Okamoto

Traditionally, psychophysical experiments are conducted by repeated measurements on a few well-trained participants under well-controlled conditions, often resulting in, if done properly, high quality data. In recent years, however,…

机器学习 · 计算机科学 2019-07-29 Siavash Haghiri , Patricia Rubisch , Robert Geirhos , Felix Wichmann , Ulrike von Luxburg

Evaluating long document summaries remains the primary bottleneck in summarization research. Existing metrics correlate weakly with human judgments and produce aggregate scores without explaining deficiencies or guiding improvement,…

计算与语言 · 计算机科学 2026-04-29 Huyen Nguyen , Haoxuan Zhang , Yang Zhang , Haihua Chen , Junhua Ding

Entity resolution (ER) is the task of identifying all records in a database that refer to the same underlying entity, and are therefore duplicates of each other. Due to inherent ambiguity of data representation and poor data quality, ER is…

数据库 · 计算机科学 2017-02-07 Arya Mazumdar , Barna Saha

Real-world event sequences are often complex and heterogeneous, making it difficult to create meaningful visualizations using simple data aggregation and visual encoding techniques. Consequently, visualization researchers have developed…

人机交互 · 计算机科学 2023-06-06 Kazi Tasnim Zinat , Jinhua Yang , Arjun Gandhi , Nistha Mitra , Zhicheng Liu

Crowdsourcing platforms are now extensively used for conducting subjective pairwise comparison studies. In this setting, a pairwise comparison dataset is typically gathered via random sampling, either \emph{with} or \emph{without}…

机器学习 · 统计学 2016-03-22 Braxton Osting , Jiechao Xiong , Qianqian Xu , Yuan Yao

The questions in a crowdsourcing task typically exhibit varying degrees of difficulty and subjectivity. Their joint effects give rise to the variation in responses to the same question by different crowd-workers. This variation is low when…

人工智能 · 计算机科学 2018-02-15 Yuan Jin , Mark Carman , Ye Zhu , Wray Buntine

Very recently crowdsourcing has become the de facto platform for distributing and collecting human computation for a wide range of tasks and applications such as information retrieval, natural language processing and machine learning.…

机器学习 · 计算机科学 2013-05-21 Ittai Abraham , Omar Alonso , Vasilis Kandylas , Aleksandrs Slivkins

Sentiment analysis aims to uncover emotions conveyed through information. In its simplest form, it is performed on a polarity basis, where the goal is to classify information with positive or negative emotion. Recent research has explored…

计算与语言 · 计算机科学 2017-10-12 Giannis Haralabopoulos , Elena Simperl

Crowdsourcing is a process of accumulating the ideas, thoughts or information from many independent participants, with aim to find the best solution for a given challenge. Modern information technologies allow for massive number of subjects…

物理与社会 · 物理学 2016-04-04 Andrea Guazzini , Daniele Vilone , Camillo Donati , Annalisa Nardi , Zoran Levnajic

The centroid-based model for extractive document summarization is a simple and fast baseline that ranks sentences based on their similarity to a centroid vector. In this paper, we apply this ranking to possible summaries instead of…

计算与语言 · 计算机科学 2017-08-28 Demian Gholipour Ghalandari

We present PeerSum, a new MDS dataset using peer reviews of scientific publications. Our dataset differs from the existing MDS datasets in that our summaries (i.e., the meta-reviews) are highly abstractive and they are real summaries of the…

信息检索 · 计算机科学 2022-09-30 Miao Li , Jianzhong Qi , Jey Han Lau

Worker selection is a significant and challenging issue in crowdsourcing systems. Such selection is usually based on an assessment of the reputation of the individual workers participating in such systems. However, assessing the credibility…

To ensure quality results from crowdsourced tasks, requesters often aggregate worker responses and use one of a plethora of strategies to infer the correct answer from the set of noisy responses. However, all current models assume prior…

人工智能 · 计算机科学 2012-10-19 Christopher H. Lin , Mausam , Daniel Weld

Crowdsourcing is an online outsourcing mode which can solve the current machine learning algorithm's urge need for massive labeled data. Requester posts tasks on crowdsourcing platforms, which employ online workers over the Internet to…

人机交互 · 计算机科学 2022-04-28 Guangyang Han , Sufang Li , Runmin Wang , Chunming Wu

One of the first steps to perform most of the software maintenance activities, such as updating features or fixing bugs, is to have a relatively good understanding of the program's source code which is often written by other developers. A…

软件工程 · 计算机科学 2016-12-13 Sahar Badihi , Abbas Heydarnoori