SlideShare ist ein Scribd-Unternehmen logo
1 von 26
Downloaden Sie, um offline zu lesen
Crowdsourcing
    Quality Management
     and other stories


        Panos Ipeirotis
New York University & Tagasauris
Amazon Mechanical Turk
Tagging




          patent pending
But what if MTurk workers
  submit incorrect tags?


                        patent pending
Voting
Voting


But what if MTurk workers
  also vote incorrectly?
Voting


But what if MTurk workers
  also vote incorrectly?

Redundancy: 5+ votes per tag
But my task is                               Describe this
not just right or wrong…



       Creation HIT
    (e.g. describe the image)



       Improve HIT              Compare HIT (voting)

 (e.g. improve description)       Which is better?
version 1:
      A parial view of a pocket calculator together with some
      coins and a pen.
version 2:
      A view of personal items a calculator, and some gold and copper
      coins, and a round tip pen, these are all pocket
      and wallet sized item used for business, writting, calculating prices
      or solving math problems and purchasing items.
version 3:
      A close-up photograph of the following items: A CASIO multi-
      function calculator. A ball point pen, uncapped. Various coins,
      apparently European, both copper and gold. Seems to be a theme
      illustration for a brochure or document cover treating finance,
      probably personal finance.
version 4:
      …Various British coins; two of £1 value, three of 20p value and one
      of 1p value. …



version 8:
      “A close-up photograph of the following items: A CASIO
      multi-function, solar powered scientific calculator. A blue
      ball point pen with a blue rubber grip and the tip
      extended. Six British coins; two of £1 value, three of 20p
      value and one of 1p value. Seems to be a theme
      illustration for a brochure or document cover treating
      finance - probably personal finance."
New York: Old and New
   http://newyorkoldandnew.blogspot.com/

        An engagement experiment:

“Search the NYPL digital library for an
old photo of New York, and then find a
  photo of the same location, today”
1935
2007
1933
2007
1890
2007
1890
1900
1976
2008
The incomplete knowledge graph




     [Harsen Homestead, 72nd Street, ca. 1888.]
The incomplete knowledge graph



Harsen Homestead ???
The incomplete knowledge graph
    Jacob Harsen, a farmer who
    started Harsenville, a village
    spanning 68th Street to 81st
    Street between Central Park
    West and the Hudson River.

Source: http://www.oneshermansquare.com/HistoryofShermanSquare.aspx
The incomplete knowledge graph
  Crowd not only annotates
  historical archives but also
    contributes back to the
  knowledge graph [allowing
easier annotation in the future]
New York Times, 1911
The incomplete knowledge graph
  Crowd participation not only
annotates historical archives but
  also contributes back to the
   knowledge graph [allowing
 easier annotation in the future]

Weitere ähnliche Inhalte

Ähnlich wie Humanities and Technology Unite

Essay Contest 2015 Malaysia
Essay Contest 2015 MalaysiaEssay Contest 2015 Malaysia
Essay Contest 2015 MalaysiaChristina Morgan
 
APAERRORS!PurposeTheseslidesshowthemostcommo.docx
APAERRORS!PurposeTheseslidesshowthemostcommo.docxAPAERRORS!PurposeTheseslidesshowthemostcommo.docx
APAERRORS!PurposeTheseslidesshowthemostcommo.docxjustine1simpson78276
 
Data Visualization for Beginners
Data Visualization for BeginnersData Visualization for Beginners
Data Visualization for BeginnersNika Aleksejeva
 
He128 best cities_28
He128 best cities_28He128 best cities_28
He128 best cities_28Majorick
 
How To Write Article Name In Essay Mla
How To Write Article Name In Essay MlaHow To Write Article Name In Essay Mla
How To Write Article Name In Essay MlaEmily Owusuansah
 
The 3D printing machine company is called Makerarm. Website Maker.docx
The 3D printing machine company is called Makerarm. Website Maker.docxThe 3D printing machine company is called Makerarm. Website Maker.docx
The 3D printing machine company is called Makerarm. Website Maker.docxmehek4
 
Informational graphics
Informational graphicsInformational graphics
Informational graphicswarrenwatson
 
Essay Kritikan Terhadap Pemimpin Bangsa Indonesia
Essay Kritikan Terhadap Pemimpin Bangsa IndonesiaEssay Kritikan Terhadap Pemimpin Bangsa Indonesia
Essay Kritikan Terhadap Pemimpin Bangsa IndonesiaMelissa Bailey
 
Cheap Essay Writing The Best Ways To Order A High-Quality Pa
Cheap Essay Writing The Best Ways To Order A High-Quality PaCheap Essay Writing The Best Ways To Order A High-Quality Pa
Cheap Essay Writing The Best Ways To Order A High-Quality PaStephen Faucher
 
Comparison Contrast Essay High School And College
Comparison Contrast Essay High School And CollegeComparison Contrast Essay High School And College
Comparison Contrast Essay High School And CollegeDaphne Ballenger
 
Essay Writing Services
Essay Writing ServicesEssay Writing Services
Essay Writing ServicesJill Turner
 
Help Writing A Paper. Online assignment writing service.
Help Writing A Paper. Online assignment writing service.Help Writing A Paper. Online assignment writing service.
Help Writing A Paper. Online assignment writing service.Lori Gilbert
 
Narrative Essay Writing Pattern. Online assignment writing service.
Narrative Essay Writing Pattern. Online assignment writing service.Narrative Essay Writing Pattern. Online assignment writing service.
Narrative Essay Writing Pattern. Online assignment writing service.Heidi Wilson
 
Web2.0: Why we got here and what's next
Web2.0: Why we got here and what's nextWeb2.0: Why we got here and what's next
Web2.0: Why we got here and what's nextrolfsky
 
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.001 P1 Accounting Essay Thatsnotus. Online assignment writing service.
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.Sandra Long
 
Beyond the story-centric model of the universe
Beyond the story-centric model of the universeBeyond the story-centric model of the universe
Beyond the story-centric model of the universeeulken
 
Sample Essay On Project Management. Online assignment writing service.
Sample Essay On Project Management. Online assignment writing service.Sample Essay On Project Management. Online assignment writing service.
Sample Essay On Project Management. Online assignment writing service.Diana Turner
 

Ähnlich wie Humanities and Technology Unite (20)

Essay Contest 2015 Malaysia
Essay Contest 2015 MalaysiaEssay Contest 2015 Malaysia
Essay Contest 2015 Malaysia
 
APAERRORS!PurposeTheseslidesshowthemostcommo.docx
APAERRORS!PurposeTheseslidesshowthemostcommo.docxAPAERRORS!PurposeTheseslidesshowthemostcommo.docx
APAERRORS!PurposeTheseslidesshowthemostcommo.docx
 
Data Visualization for Beginners
Data Visualization for BeginnersData Visualization for Beginners
Data Visualization for Beginners
 
He128 best cities_28
He128 best cities_28He128 best cities_28
He128 best cities_28
 
Ai long forseminar
Ai long forseminarAi long forseminar
Ai long forseminar
 
Karavaan 2017 - Round 6 (Bidding)
Karavaan 2017 - Round 6 (Bidding)Karavaan 2017 - Round 6 (Bidding)
Karavaan 2017 - Round 6 (Bidding)
 
How To Write Article Name In Essay Mla
How To Write Article Name In Essay MlaHow To Write Article Name In Essay Mla
How To Write Article Name In Essay Mla
 
The 3D printing machine company is called Makerarm. Website Maker.docx
The 3D printing machine company is called Makerarm. Website Maker.docxThe 3D printing machine company is called Makerarm. Website Maker.docx
The 3D printing machine company is called Makerarm. Website Maker.docx
 
Informational graphics
Informational graphicsInformational graphics
Informational graphics
 
Essay Kritikan Terhadap Pemimpin Bangsa Indonesia
Essay Kritikan Terhadap Pemimpin Bangsa IndonesiaEssay Kritikan Terhadap Pemimpin Bangsa Indonesia
Essay Kritikan Terhadap Pemimpin Bangsa Indonesia
 
Cheap Essay Writing The Best Ways To Order A High-Quality Pa
Cheap Essay Writing The Best Ways To Order A High-Quality PaCheap Essay Writing The Best Ways To Order A High-Quality Pa
Cheap Essay Writing The Best Ways To Order A High-Quality Pa
 
Class 2
Class 2Class 2
Class 2
 
Comparison Contrast Essay High School And College
Comparison Contrast Essay High School And CollegeComparison Contrast Essay High School And College
Comparison Contrast Essay High School And College
 
Essay Writing Services
Essay Writing ServicesEssay Writing Services
Essay Writing Services
 
Help Writing A Paper. Online assignment writing service.
Help Writing A Paper. Online assignment writing service.Help Writing A Paper. Online assignment writing service.
Help Writing A Paper. Online assignment writing service.
 
Narrative Essay Writing Pattern. Online assignment writing service.
Narrative Essay Writing Pattern. Online assignment writing service.Narrative Essay Writing Pattern. Online assignment writing service.
Narrative Essay Writing Pattern. Online assignment writing service.
 
Web2.0: Why we got here and what's next
Web2.0: Why we got here and what's nextWeb2.0: Why we got here and what's next
Web2.0: Why we got here and what's next
 
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.001 P1 Accounting Essay Thatsnotus. Online assignment writing service.
001 P1 Accounting Essay Thatsnotus. Online assignment writing service.
 
Beyond the story-centric model of the universe
Beyond the story-centric model of the universeBeyond the story-centric model of the universe
Beyond the story-centric model of the universe
 
Sample Essay On Project Management. Online assignment writing service.
Sample Essay On Project Management. Online assignment writing service.Sample Essay On Project Management. Online assignment writing service.
Sample Essay On Project Management. Online assignment writing service.
 

Kürzlich hochgeladen

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxhariprasad279825
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsSergiu Bodiu
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Commit University
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embeddingZilliz
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenHervé Boutemy
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfRankYa
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piececharlottematthew16
 

Kürzlich hochgeladen (20)

Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
Artificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptxArtificial intelligence in cctv survelliance.pptx
Artificial intelligence in cctv survelliance.pptx
 
DevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platformsDevEX - reference for building teams, processes, and platforms
DevEX - reference for building teams, processes, and platforms
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!Nell’iperspazio con Rocket: il Framework Web di Rust!
Nell’iperspazio con Rocket: il Framework Web di Rust!
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Training state-of-the-art general text embedding
Training state-of-the-art general text embeddingTraining state-of-the-art general text embedding
Training state-of-the-art general text embedding
 
DevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache MavenDevoxxFR 2024 Reproducible Builds with Apache Maven
DevoxxFR 2024 Reproducible Builds with Apache Maven
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Search Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdfSearch Engine Optimization SEO PDF for 2024.pdf
Search Engine Optimization SEO PDF for 2024.pdf
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
Story boards and shot lists for my a level piece
Story boards and shot lists for my a level pieceStory boards and shot lists for my a level piece
Story boards and shot lists for my a level piece
 

Humanities and Technology Unite

  • 1. Crowdsourcing Quality Management and other stories Panos Ipeirotis New York University & Tagasauris
  • 3. Tagging patent pending
  • 4. But what if MTurk workers submit incorrect tags? patent pending
  • 6. Voting But what if MTurk workers also vote incorrectly?
  • 7. Voting But what if MTurk workers also vote incorrectly? Redundancy: 5+ votes per tag
  • 8. But my task is Describe this not just right or wrong… Creation HIT (e.g. describe the image) Improve HIT Compare HIT (voting) (e.g. improve description) Which is better?
  • 9. version 1: A parial view of a pocket calculator together with some coins and a pen. version 2: A view of personal items a calculator, and some gold and copper coins, and a round tip pen, these are all pocket and wallet sized item used for business, writting, calculating prices or solving math problems and purchasing items. version 3: A close-up photograph of the following items: A CASIO multi- function calculator. A ball point pen, uncapped. Various coins, apparently European, both copper and gold. Seems to be a theme illustration for a brochure or document cover treating finance, probably personal finance. version 4: …Various British coins; two of £1 value, three of 20p value and one of 1p value. … version 8: “A close-up photograph of the following items: A CASIO multi-function, solar powered scientific calculator. A blue ball point pen with a blue rubber grip and the tip extended. Six British coins; two of £1 value, three of 20p value and one of 1p value. Seems to be a theme illustration for a brochure or document cover treating finance - probably personal finance."
  • 10. New York: Old and New http://newyorkoldandnew.blogspot.com/ An engagement experiment: “Search the NYPL digital library for an old photo of New York, and then find a photo of the same location, today”
  • 11. 1935
  • 12. 2007
  • 13. 1933
  • 14. 2007
  • 15. 1890
  • 16. 2007
  • 17. 1890
  • 18. 1900
  • 19. 1976
  • 20. 2008
  • 21. The incomplete knowledge graph [Harsen Homestead, 72nd Street, ca. 1888.]
  • 22. The incomplete knowledge graph Harsen Homestead ???
  • 23. The incomplete knowledge graph Jacob Harsen, a farmer who started Harsenville, a village spanning 68th Street to 81st Street between Central Park West and the Hudson River. Source: http://www.oneshermansquare.com/HistoryofShermanSquare.aspx
  • 24. The incomplete knowledge graph Crowd not only annotates historical archives but also contributes back to the knowledge graph [allowing easier annotation in the future]
  • 26. The incomplete knowledge graph Crowd participation not only annotates historical archives but also contributes back to the knowledge graph [allowing easier annotation in the future]