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CLAMShell: Speeding up Crowds for Low-latency Data Labeling

Summary: Presents CLAMShell to accelerate crowds for fast labeling; builds latency taxonomy and deployment profiles. Mitigates stragglers, pool maintenance, retainer pools, and active learning yield large speedups and lower variance; validated on MTurk. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11329
Venue
VLDB
Year
2016
Pagerank
6.1738675e-05
Overall Rank
4,451 | 69.04%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
2,937 Truth Inference in Crowdsourcing: Is the Problem Solved? 2017 VLDB 7.853108e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,773 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7758649e-05
4,126 Waldo: An Adaptive Human Interface for Crowd Entity Resolution 2017 SIGMOD 6.4314729e-05
4,918 Top-k Sorting Under Partial Order Information 2018 SIGMOD 5.8282325e-05
5,445 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.5020909e-05
5,978 Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond 2021 SIGMOD 5.2453012e-05
6,868 Cost-Effective Data Annotation using Game-Based Crowdsourcing 2019 VLDB 4.9010083e-05
6,955 Inspector Gadget: A Data Programming-based Labeling System for Industrial Images 2021 VLDB 4.8864297e-05
7,117 Crowdsourced Data Management: Overview and Challenges 2017 SIGMOD 4.826509e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
21 C-Store: A Column-oriented DBMS 2005 VLDB 0.00086087497
87 Hekaton: SQL Server’s Memory-Optimized OLTP Engine 2013 SIGMOD 0.00052389723
94 CrowdDB: Answering Queries with Crowdsourcing 2011 SIGMOD 0.00051013264
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
267 Human-powered Sorts and Joins 2012 VLDB 0.00029690405
489 Data Curation at Scale: The Data Tamer System 2013 CIDR 0.00022030728
643 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018754451
1,805 M4: A Visualization-Oriented Time Series Data Aggregation 2014 VLDB 0.00010493299
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-05
2,322 Instant Loading for Main Memory Databases 2013 VLDB 9.034874e-05
2,334 Counting with the Crowd 2013 VLDB 9.0161817e-05
2,733 The Case for Data Visualization Management Systems [Vision Paper] 2014 VLDB 8.2078862e-05
2,792 Finish Them!: Pricing Algorithms for Human Computation 2014 VLDB 8.1197186e-05
3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
8,593 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 4.4891474e-05
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9,867 tDP: An Optimal-Latency Budget Allocation Strategy for Crowdsourced MAXIMUM Operations 2015 SIGMOD 4.2675549e-05
866 Leveraging Transitive Relations for Crowdsourced Joins 2013 SIGMOD 0.00015801196
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8,967 Planting Trees for scalable and efficient Canonical Hub Labeling 2020 VLDB 4.4190656e-05
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3,118 Scaling Up Crowd-Sourcing to Very Large Datasets: A Case for Active Learning 2015 VLDB 7.5379338e-05
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