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Introducing Pixel




                       Artificial Intelligence:
                       Transforming Reference -
http://pixel.unl.edu   Online


                       Deeann Allison, Director, Computer
                       Operations and Research Services,
                       University of Nebraska
                       Lorna Dawes, Lecturer. Learning
                       Community Librarian, University of
                       Nebraska
The University of Nebraska-
Lincoln
   The University of Nebraska–Lincoln, chartered in
    1869, is an educational institution of international
    stature. UNL is listed by the Carnegie Foundation
    within the "Research Universities (very high
    research activity)" category. UNL is a land-grant
    university and a member of the Association of
    Public and Land-grant Universities (APLU).

   There are about 18,000 students at UNL.
UNL Libraries
   The University Libraries (Don L. Love Memorial Library
    and six branch libraries), together with the Marvin
    and Virginia Schmid Law Library, have a collection
    of over three million print volumes and more than
    39,000 serial subscriptions.

    The University Archives and Special Collections
    collects and preserves University history and many
    subject areas including Great Plains History and
    Literature.
Library Research
 Pixelfits into the University research mission
  as an experiment with the potential of
  reducing costs (staffing and 24 hour chat
  service) while improving the user
  experience.
Why a chatbot?
   It is a conversational agent designed to simulate a conversation with
    humans. It feels human and responds with a specific answer, not list of
    choices.
   It is text based but it can include sound and visual effects. Undergrads
    are familiar with the software.
   The software includes a database of answers that contains metadata,
    which is used to match against queries, which provides consistent
    answers.
   It is available 24 hours a day 7 days a week. Ready whenever the
    patrons are.
   All information from the website can be added to the database so
    patrons don’t have to hunt the website for answers.
   People don’t worry their question is “stupid” or parents about the person
    on the other end.
   The software can handle multiple questions at a time so there is no
    queuing.
What can Pixel Do?
The Reference Librarian
  Finding specific webpages or sub-domains
  Access to “Frequently asked Questions
  Answer the simple questions.
  Professional Development.


The Patron.
  Answer simple questions.
  Simple Database Instruction.
  Help with articulation of request.
Rubin, Victoria L., Chen, Yimin and Thorimbert, Lynne Marie. 2010. “Artificially intelligent
conversational agents in libraries.” Library High Tech 28 (4). http://ec2-50-19-240-191.compute-
1.amazonaws.com/1531/1/Artificially_intelligent[1].pdf.
Asking
  Questions
Open/ Closed/ Neutral
         or
   Convergent /
     Divergent
RUSA guidelines for behavioral performance identifies five basic components of a
reference interaction:
1. Approachability- encourages patron to feel comfortable
    Warm greeting and prominent position on website.

2. Interest- demonstrate a commitment to providing effective information
   assistance
    Answering in a timely manner and maintaining word contact.

3. Listening/inquiring-Listen effectively as the patron states in his/her own words
   the information need.
   Ask open ended and closed clarifying questions to understand the need,
   while keeping the patron at ease.

4. Searching- Identify the search strategy of the patron, conduct a search
   strategy, explain the steps and results to the patron, within the patron‟s
   timeframe.
   Conduct and show your search strategy to the patron,

1. Follow-up- Determine if the patron is satisfied
   Ask follow up questions. Invite patron to use the service, or other services
   again.
Van Duinkerken, Wyoma, J. Stephens, Jane, and Karen I Macdonald. “The Chat Reference
Interview : Seeking Evidence Based on RUSA Guidelines : A Case Study at Texas A & M
University Libraries The Chat Reference Interview :” Library (2009) : n. pag. Print.
Test Pixel
 http://pixel.unl.edu
Approachability               HI I’m Pixel. What can I help you with?

                              That is okay, how can I help you?
Approachability- encourages
                              Great, we have developed services to
patron to
                              assist you with your distance
feel comfortable              coursework.
Warm greeting and prominent
position on website.          I Can look that up for you?

                              I can check encore for you?

                              Are you kidding?

                              Give me a minute to do a search of
                              our articles.

                              Oh my, I am having trouble figuring this
                              out.

                              No images either... I am stumped. Tell
                              me again what you want.
Approachability                      Anger is a difficult emotion. For a
                                     machine, I always put others
                                     before myself.

Responding to „difficult‟ patrons.   Do you always express yourself
Encouraging patrons to be polite     that way?
by answering politely.
                                     Nothing is wrong with me. Is there
                                     anything wrong with you my
                                     friend?

                                     Wow! OK I'll stop talking now.

                                     Okay, you said "you to be quiet”

                                     You seem pretty sure about that.

                                     Some things are too emotional for
                                     me to discuss. Do you have
                                     feelings?
Showing Interest
                                    Yes, I have many journal articles. Why
                                    do you ask?
Interest- demonstrate a
                                    If this is your first research project, ask
commitment to providing effective
                                    me about getting started.
information assistance
Answering in a timely manner and
maintaining word contact.           Okay you do not want books
                                    You can find images in our Image and
                                    Multimedia Collections.

                                    You should really give ”ENCORE” a try
                                    Come on. Just one little try ”ENCORE”

                                    To speed things up, I can do a search
                                    for you if you say lookup followed by
                                    the subject, title or author.

                                    Perhaps you should consult with a
                                    librarian.
Listening &                           Open
                                      • What will you do with this information?
Inquiring                             • Oh my, I am having trouble figuring this
                                          out. What is the field of study for your
                                          topic?
                                      • What can I help you with?
                                      • Let me know if you are looking for Books
Listening/inquiring-Listen            • If you could have exactly what you
effectively as the patron states in       needed, what would that be?
his/her own words the information     Closed Clarifying
                                      Okay, you said "some books on global
need.                                 poverty”
Ask open ended and closed             Listening
clarifying questions to understand    • Have you tried Encore? I seem to be
the need, while keeping the               having difficulty understanding, please
                                          rephrase your question
patron at ease.                       • Okay you do not want books or articles.
                                      • If you have trouble finding what you are
                                          looking for ask me about a specific
                                          service.
Conducting the                          I
                                        If you need illustrations, check the
Search                                  facet on the left for our image
                                        collection, where we may have
                                        pictures.
Searching- Identify the search
                                        If you need peer reviewed articles,
strategy of the patron, conduct a
                                        look for the peer review limit on
search strategy, explain the steps
                                        the left
and results to the patron, within the
patron‟s timeframe.
                                        If you have trouble finding what
                                        you are looking for ask me about a
Conduct and show your search
                                        specific service.
strategy to the patron.
                                        Looks like you should broaden that
                                        search or use different terms.

                                        Looking for a person who works in
                                        the libraries. Great here is the link
                                        to our page. Or, if you know the
                                        name of the person just tell me
                                        their first and last name.
Follow-up                             I
                                      fI you have trouble finding what
                                      you are looking for ask me about a
Follow-up- Determine if the patron    specific service
is satisfied
Ask follow up questions. Invite       Can I help you with anything else?
patron to use the service, or other   What is it? Do not be shy.
services again.
                                      What more do you need?
                                      Are you confused?

                                      Okay, but if you change your mind
                                      I will be here waiting.

                                      Thanks for stopping by. If you have
                                      additional questions, please do
                                      not hesitate to come back

                                      See you later.
How is a Chabot built?
 There
      are a variety of ways to create
 chatbots.
    Commercial sites where you can create
     your own.
    Open source projects:
    Pandorabots
     http://www.pandorabots.com/botmaster/en/home
    Program O http://www.program-o.com/
         This is the software Pixel uses
Other Library Chatbots
   EMMA the catbot - Mentor public library
    http://emmathemplcatbot.blogspot.com/p/talk-
    with-emma.html

   Stella - Bibliothekssystem Universität Hamburg
     http://www.sub.uni-hamburg.de/

   Lisa - University of Wolverhampton's Library
    http://lisweb.wlv.ac.uk/chatbot/
Sources for the database:
 Pullinformation from the library website for
  the database, e.g.. Hours, circ info,
  databases.
 Use the built-in chat log and add
  information when Pixel doesn’t respond
  appropriately.
 Chat logs from our real librarians.
Who is Pixel
 Chatbot
        developed on Program O and
 adapted for the UNL Libraries:
    We added support for display coding (bold,
     lists, etc.)
    Added the frame that appears on the
     bottom of the screen.
Now for the Technical Stuff –
What is AMIL?
 AIML: Artifical Intelligence Markup
 Language
 (http://www.alicebot.org/aiml.html)
 <category>
   <pattern>WHAT ARE YOU</pattern>
   <template>
      <think><set name="topic">Me</set></think>
      I am the latest result in artificial intelligence,
      which can reproduce the capabilities of the human
 brain with greater speed and accuracy.
   </template>
 </category>
There are three ways to ask
any question
                        Corn
                       * Corn
          What do you have on growing corn
                       Corn *
               Corn information please
                      * Corn *
Do you have any books on raising corn for the paper I‟m
                  writing for school
So it gets more complicated
   two types of wildcards * and _ which act differently.
    * is common wildcard match
     _ used with specific metadata
        for example, “I _” would only retrieve a single category
         response
   Supports cross references using the srai tag
       <category>
       <pattern>* CORN</pattern>
       <template>
       <srai>CORN</srai>
       </template>
       </category>
Subject and topic categories were derived from LC
classification areas

 There   are two levels,
     topic broader (agriculture)
     subject narrower (corn)

  The sole purpose of the two levels is to
  manage the conversation
Two levels keep the conversation going.

<category><pattern>CORN</pattern>
<template><think><set
name="topic">agriculture</set><set name="it"><set
name="subject">corn</set></set></think>
Are you interested in books in corn? <![CDATA[<a
target="_new"
href="http://encore.unl.edu/iii/encore/search/C__Scorn__
Orightresult__U1?lang=eng&amp;suite=cobalt">]]> Click
here to Search for corn<![CDATA[</a>.]]>
</template>
</category>
The program flow
1.   Books subject
2.   Articles topic
3.   Libguides topic
4.   Librarian topic
That metadata
<category><pattern>NO</pattern>
<that>Are you interested in books in corn _</that>
<template><think><set name="it"><set
name="topic">agriculture</set></set></think>Are you interested in articles on corn?
We have several databases that list fulltext journals in your subject area.
</template></category>
+++++++++++++++++++++++++++++++++++++++++++++++++++++
<category><pattern>YES</pattern>
<that>Are you interested in articles on corn _
</that><template><think><set name="it">articles on <get
name="subject"/></set></think>
Take a look at the articles available through our web indexes on <a target="_new"
href="http://encore.unl.edu/iii/encore/search/C__S%28agriculture+|+agricola+|+%2
8Plant+Management+Network%29+|+%28Cab+Abstracts%29%29+f%3A.e__Orightres
ult__U1?lang=eng&amp;suite=cobalt"> corn</a>. We also have open source
databases in The agriculture area that are free for anyone to use. <a target="_new"
href="researchproagri.html">Agriculture and Natural Resources</a> through Multi-
Search for the public.
</template></category>
Chat logs are great sources for categories
  hi, how do i make a ref works
   The assumption they are asking about a RefWorks
   account
<category><pattern>* REF WORKS</pattern>
<template><think><set name="it"><set
name="topic">RefWorks</set></set></think>If you do not
already have an RefWorks account and you are on
campus, you can go here to set-up a <a target="_new"
href="https://0-
www.refworks.com.library.unl.edu/Refworks/login.asp?WN
CLang=false">RefWorks account</a>.

<srai>WHAT IS THE REFWORKS GROUP CODE</srai>
</template></category>
Pixel also has a log
   USER:I need help with my project

<category><pattern>I need help _
project</pattern><template><think><set name="it"><set
name="topic">help</set></set></think>
<random>
<li>Tell me about your project</li>
<li>What is the subject?</li>
<li>If this is your first research project, ask me about getting
started.</li>
<li>If you need peer reviewed articles, let me know.</li>
 </random>
 </template></category>
Pixel Stats
   There are over 84,000 categories of
    information in the SQL database.
   Includes 214 spelling variations in the
    database.
   Program O has an administrative interface:
        adding/editing single records, adding/ editing
        groups of records, adding spelling variations
       Search feature
       Log for conversations includes user and bot
        response.
       Demo chat feature.
Google Analytics Aug. 13, 2011-Sept 13, 2012




Average duration on Encore 4:54 minutes   Average duration on catalog is 3:25 minutes
70.00% Returning Visitor                  71.02% New Visitors
30.00% New Visitor                        28.98% Returning Visitors
Future Plans
 Evaluate how Pixel fits into current
  reference structure.
 Determine feasibility of going into
  production. Grants – looking for partners.
 Assessment.
Contact Us
   DeeAnn Allison
    Professor
Director, Computer Operations and
    Research Services
Telephone: 402-472-3944
    E-mail: dallison1@unl.edu

   Lorna Dawes
    Lecturer
Learning Communities
    Librarian
Telephone: 402-472-4408
Email:
    ldawes2@unl.edu

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NCompass Live: Tech Talk with Michael Sauers: Artificial Intelligence: Transforming Reference

  • 1. Introducing Pixel Artificial Intelligence: Transforming Reference - http://pixel.unl.edu Online Deeann Allison, Director, Computer Operations and Research Services, University of Nebraska Lorna Dawes, Lecturer. Learning Community Librarian, University of Nebraska
  • 2. The University of Nebraska- Lincoln  The University of Nebraska–Lincoln, chartered in 1869, is an educational institution of international stature. UNL is listed by the Carnegie Foundation within the "Research Universities (very high research activity)" category. UNL is a land-grant university and a member of the Association of Public and Land-grant Universities (APLU).  There are about 18,000 students at UNL.
  • 3. UNL Libraries  The University Libraries (Don L. Love Memorial Library and six branch libraries), together with the Marvin and Virginia Schmid Law Library, have a collection of over three million print volumes and more than 39,000 serial subscriptions.  The University Archives and Special Collections collects and preserves University history and many subject areas including Great Plains History and Literature.
  • 4. Library Research  Pixelfits into the University research mission as an experiment with the potential of reducing costs (staffing and 24 hour chat service) while improving the user experience.
  • 5. Why a chatbot?  It is a conversational agent designed to simulate a conversation with humans. It feels human and responds with a specific answer, not list of choices.  It is text based but it can include sound and visual effects. Undergrads are familiar with the software.  The software includes a database of answers that contains metadata, which is used to match against queries, which provides consistent answers.  It is available 24 hours a day 7 days a week. Ready whenever the patrons are.  All information from the website can be added to the database so patrons don’t have to hunt the website for answers.  People don’t worry their question is “stupid” or parents about the person on the other end.  The software can handle multiple questions at a time so there is no queuing.
  • 6. What can Pixel Do? The Reference Librarian  Finding specific webpages or sub-domains  Access to “Frequently asked Questions  Answer the simple questions.  Professional Development. The Patron.  Answer simple questions.  Simple Database Instruction.  Help with articulation of request. Rubin, Victoria L., Chen, Yimin and Thorimbert, Lynne Marie. 2010. “Artificially intelligent conversational agents in libraries.” Library High Tech 28 (4). http://ec2-50-19-240-191.compute- 1.amazonaws.com/1531/1/Artificially_intelligent[1].pdf.
  • 7. Asking Questions Open/ Closed/ Neutral or Convergent / Divergent
  • 8. RUSA guidelines for behavioral performance identifies five basic components of a reference interaction: 1. Approachability- encourages patron to feel comfortable Warm greeting and prominent position on website. 2. Interest- demonstrate a commitment to providing effective information assistance Answering in a timely manner and maintaining word contact. 3. Listening/inquiring-Listen effectively as the patron states in his/her own words the information need. Ask open ended and closed clarifying questions to understand the need, while keeping the patron at ease. 4. Searching- Identify the search strategy of the patron, conduct a search strategy, explain the steps and results to the patron, within the patron‟s timeframe. Conduct and show your search strategy to the patron, 1. Follow-up- Determine if the patron is satisfied Ask follow up questions. Invite patron to use the service, or other services again. Van Duinkerken, Wyoma, J. Stephens, Jane, and Karen I Macdonald. “The Chat Reference Interview : Seeking Evidence Based on RUSA Guidelines : A Case Study at Texas A & M University Libraries The Chat Reference Interview :” Library (2009) : n. pag. Print.
  • 10. Approachability HI I’m Pixel. What can I help you with? That is okay, how can I help you? Approachability- encourages Great, we have developed services to patron to assist you with your distance feel comfortable coursework. Warm greeting and prominent position on website. I Can look that up for you? I can check encore for you? Are you kidding? Give me a minute to do a search of our articles. Oh my, I am having trouble figuring this out. No images either... I am stumped. Tell me again what you want.
  • 11. Approachability Anger is a difficult emotion. For a machine, I always put others before myself. Responding to „difficult‟ patrons. Do you always express yourself Encouraging patrons to be polite that way? by answering politely. Nothing is wrong with me. Is there anything wrong with you my friend? Wow! OK I'll stop talking now. Okay, you said "you to be quiet” You seem pretty sure about that. Some things are too emotional for me to discuss. Do you have feelings?
  • 12. Showing Interest Yes, I have many journal articles. Why do you ask? Interest- demonstrate a If this is your first research project, ask commitment to providing effective me about getting started. information assistance Answering in a timely manner and maintaining word contact. Okay you do not want books You can find images in our Image and Multimedia Collections. You should really give ”ENCORE” a try Come on. Just one little try ”ENCORE” To speed things up, I can do a search for you if you say lookup followed by the subject, title or author. Perhaps you should consult with a librarian.
  • 13. Listening & Open • What will you do with this information? Inquiring • Oh my, I am having trouble figuring this out. What is the field of study for your topic? • What can I help you with? • Let me know if you are looking for Books Listening/inquiring-Listen • If you could have exactly what you effectively as the patron states in needed, what would that be? his/her own words the information Closed Clarifying Okay, you said "some books on global need. poverty” Ask open ended and closed Listening clarifying questions to understand • Have you tried Encore? I seem to be the need, while keeping the having difficulty understanding, please rephrase your question patron at ease. • Okay you do not want books or articles. • If you have trouble finding what you are looking for ask me about a specific service.
  • 14. Conducting the I If you need illustrations, check the Search facet on the left for our image collection, where we may have pictures. Searching- Identify the search If you need peer reviewed articles, strategy of the patron, conduct a look for the peer review limit on search strategy, explain the steps the left and results to the patron, within the patron‟s timeframe. If you have trouble finding what you are looking for ask me about a Conduct and show your search specific service. strategy to the patron. Looks like you should broaden that search or use different terms. Looking for a person who works in the libraries. Great here is the link to our page. Or, if you know the name of the person just tell me their first and last name.
  • 15. Follow-up I fI you have trouble finding what you are looking for ask me about a Follow-up- Determine if the patron specific service is satisfied Ask follow up questions. Invite Can I help you with anything else? patron to use the service, or other What is it? Do not be shy. services again. What more do you need? Are you confused? Okay, but if you change your mind I will be here waiting. Thanks for stopping by. If you have additional questions, please do not hesitate to come back See you later.
  • 16. How is a Chabot built?  There are a variety of ways to create chatbots.  Commercial sites where you can create your own.  Open source projects:  Pandorabots http://www.pandorabots.com/botmaster/en/home  Program O http://www.program-o.com/  This is the software Pixel uses
  • 17. Other Library Chatbots  EMMA the catbot - Mentor public library http://emmathemplcatbot.blogspot.com/p/talk- with-emma.html  Stella - Bibliothekssystem Universität Hamburg http://www.sub.uni-hamburg.de/  Lisa - University of Wolverhampton's Library http://lisweb.wlv.ac.uk/chatbot/
  • 18. Sources for the database:  Pullinformation from the library website for the database, e.g.. Hours, circ info, databases.  Use the built-in chat log and add information when Pixel doesn’t respond appropriately.  Chat logs from our real librarians.
  • 19. Who is Pixel  Chatbot developed on Program O and adapted for the UNL Libraries:  We added support for display coding (bold, lists, etc.)  Added the frame that appears on the bottom of the screen.
  • 20.
  • 21.
  • 22. Now for the Technical Stuff – What is AMIL?  AIML: Artifical Intelligence Markup Language (http://www.alicebot.org/aiml.html) <category> <pattern>WHAT ARE YOU</pattern> <template> <think><set name="topic">Me</set></think> I am the latest result in artificial intelligence, which can reproduce the capabilities of the human brain with greater speed and accuracy. </template> </category>
  • 23. There are three ways to ask any question Corn * Corn What do you have on growing corn Corn * Corn information please * Corn * Do you have any books on raising corn for the paper I‟m writing for school
  • 24. So it gets more complicated  two types of wildcards * and _ which act differently. * is common wildcard match _ used with specific metadata for example, “I _” would only retrieve a single category response  Supports cross references using the srai tag <category> <pattern>* CORN</pattern> <template> <srai>CORN</srai> </template> </category>
  • 25. Subject and topic categories were derived from LC classification areas  There are two levels,  topic broader (agriculture)  subject narrower (corn) The sole purpose of the two levels is to manage the conversation
  • 26. Two levels keep the conversation going. <category><pattern>CORN</pattern> <template><think><set name="topic">agriculture</set><set name="it"><set name="subject">corn</set></set></think> Are you interested in books in corn? <![CDATA[<a target="_new" href="http://encore.unl.edu/iii/encore/search/C__Scorn__ Orightresult__U1?lang=eng&amp;suite=cobalt">]]> Click here to Search for corn<![CDATA[</a>.]]> </template> </category>
  • 27. The program flow 1. Books subject 2. Articles topic 3. Libguides topic 4. Librarian topic
  • 28. That metadata <category><pattern>NO</pattern> <that>Are you interested in books in corn _</that> <template><think><set name="it"><set name="topic">agriculture</set></set></think>Are you interested in articles on corn? We have several databases that list fulltext journals in your subject area. </template></category> +++++++++++++++++++++++++++++++++++++++++++++++++++++ <category><pattern>YES</pattern> <that>Are you interested in articles on corn _ </that><template><think><set name="it">articles on <get name="subject"/></set></think> Take a look at the articles available through our web indexes on <a target="_new" href="http://encore.unl.edu/iii/encore/search/C__S%28agriculture+|+agricola+|+%2 8Plant+Management+Network%29+|+%28Cab+Abstracts%29%29+f%3A.e__Orightres ult__U1?lang=eng&amp;suite=cobalt"> corn</a>. We also have open source databases in The agriculture area that are free for anyone to use. <a target="_new" href="researchproagri.html">Agriculture and Natural Resources</a> through Multi- Search for the public. </template></category>
  • 29.
  • 30.
  • 31. Chat logs are great sources for categories  hi, how do i make a ref works The assumption they are asking about a RefWorks account <category><pattern>* REF WORKS</pattern> <template><think><set name="it"><set name="topic">RefWorks</set></set></think>If you do not already have an RefWorks account and you are on campus, you can go here to set-up a <a target="_new" href="https://0- www.refworks.com.library.unl.edu/Refworks/login.asp?WN CLang=false">RefWorks account</a>. <srai>WHAT IS THE REFWORKS GROUP CODE</srai> </template></category>
  • 32. Pixel also has a log  USER:I need help with my project <category><pattern>I need help _ project</pattern><template><think><set name="it"><set name="topic">help</set></set></think> <random> <li>Tell me about your project</li> <li>What is the subject?</li> <li>If this is your first research project, ask me about getting started.</li> <li>If you need peer reviewed articles, let me know.</li> </random> </template></category>
  • 33. Pixel Stats  There are over 84,000 categories of information in the SQL database.  Includes 214 spelling variations in the database.  Program O has an administrative interface:  adding/editing single records, adding/ editing groups of records, adding spelling variations  Search feature  Log for conversations includes user and bot response.  Demo chat feature.
  • 34. Google Analytics Aug. 13, 2011-Sept 13, 2012 Average duration on Encore 4:54 minutes Average duration on catalog is 3:25 minutes 70.00% Returning Visitor 71.02% New Visitors 30.00% New Visitor 28.98% Returning Visitors
  • 35. Future Plans  Evaluate how Pixel fits into current reference structure.  Determine feasibility of going into production. Grants – looking for partners.  Assessment.
  • 36. Contact Us  DeeAnn Allison Professor
Director, Computer Operations and Research Services
Telephone: 402-472-3944 E-mail: dallison1@unl.edu  Lorna Dawes Lecturer
Learning Communities Librarian
Telephone: 402-472-4408
Email: ldawes2@unl.edu