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  <titleInfo>
    <title>Performance and effectiveness of lightweight LLMs for educaitonal chatbot development</title>
  </titleInfo>
  <name type="personal">
    <namePart>Naureen Maqbool (45887)</namePart>
    <role>
      <roleTerm authority="marcrelator" type="text">creator</roleTerm>
    </role>
  </name>
  <typeOfResource>text</typeOfResource>
  <originInfo>
    <place>
      <placeTerm type="text">Islamabad</placeTerm>
    </place>
    <publisher>(unpublished)</publisher>
    <dateIssued>2024</dateIssued>
    <issuance>monographic</issuance>
  </originInfo>
  <physicalDescription>
    <extent>45 p. : ill.,Col. ; 30 cm. +CD</extent>
  </physicalDescription>
  <note>Submitted in the fulfillment of the requirements of for the degree of Master of Science in Data Science to the Faculty of Computing.</note>
  <note>Thesis supervisor: Dr. Adeel Zafar

</note>
  <note>Includes bibliographical references</note>
  <note>Thesis (MS)--Riphah International University, 2024</note>
  <note>English</note>
  <subject>
    <topic>Data science</topic>
    <topic>Chatbot development</topic>
    <topic>Utilizing chatbot</topic>
    <topic>language models</topic>
    <topic>Chatbot creation</topic>
    <topic>RISE</topic>
  </subject>
  <classification authority="ddc">005.8 NAU</classification>
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    <recordContentSource authority="marcorg"/>
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