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<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">Ashwath Shetty, Paula Kuokkanen, and James
<span class="SpellE">Stovald</span>, <o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman""><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">My appreciation to each of you for the resources you’ve identified that address LLMs in a not-too-technical way.
<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">I’m posting them for the benefit of anyone else who is interested.
<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman""><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">David<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">_____________________<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman""><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">From Paula:<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">I found this text helpful for understanding the internal working logics of LLMs, despite knowing the technicalities too: <o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman""><a href="https://medium.com/@colin.fraser/who-are-we-talking-to-when-we-talk-to-these-bots-9a7e673f8525">https://medium.com/@colin.fraser/who-are-we-talking-to-when-we-talk-to-these-bots-9a7e673f8525</a>
. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">The text is from
<span class="GramE">2023</span> but its main messages hold with newer versions of
<span class="SpellE">ChatGTP</span>.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman""><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman"">From James:<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">I can recommend this tutorial by Brandon Rohrer: <a href="https://www.brandonrohrer.com/transformers">https://www.brandonrohrer.com/transformers</a> which explains the underlying model
using easy-to-understand language. <o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">From Ashwath:<o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">I would really recommend this series from 3blue1brown<br>
<a href="https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&si=_cmDDGb10ww0uxed">https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&si=_cmDDGb10ww0uxed</a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">And this series from
<span class="SpellE">andrej</span> <span class="SpellE">karpathy</span><br>
<a href="https://youtu.be/7xTGNNLPyMI?si=D38_teACvbsfAaFE">https://youtu.be/7xTGNNLPyMI?si=D38_teACvbsfAaFE</a><o:p></o:p></span></p>
<p class="MsoNormal"><span style="mso-ascii-font-family:Aptos;mso-hansi-font-family:Aptos;mso-bidi-font-family:"Times New Roman""><o:p> </o:p></span></p>
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<p class="MsoNormal"><b><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman"">From:</span></b><span style="font-size:11.0pt;font-family:"Calibri",sans-serif;mso-fareast-font-family:"Times New Roman""> Ashwath
Shetty <shettyashwath2010@gmail.com> <br>
<b>Sent:</b> Tuesday, March 18, 2025 5:51 AM<br>
<b>To:</b> David H Kirshner <dkirsh@lsu.edu><br>
<b>Cc:</b> connectionists@mailman.srv.cs.cmu.edu<br>
<b>Subject:</b> Re: Connectionists: Non-technical Workshop on LLMs<o:p></o:p></span></p>
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<p class="MsoNormal"><o:p> </o:p></p>
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<span style="font-size:9.0pt;font-family:wf_segoe-ui_normal;mso-fareast-font-family:"Times New Roman";color:#212121">You don't often get email from
</span><span style="color:black;mso-color-alt:windowtext"><a href="mailto:shettyashwath2010@gmail.com"><span style="font-size:9.0pt;font-family:wf_segoe-ui_normal;mso-fareast-font-family:"Times New Roman"">shettyashwath2010@gmail.com</span></a></span><span style="font-size:9.0pt;font-family:wf_segoe-ui_normal;mso-fareast-font-family:"Times New Roman";color:#212121">.
</span><span style="color:black;mso-color-alt:windowtext"><a href="https://aka.ms/LearnAboutSenderIdentification"><span style="font-size:9.0pt;font-family:wf_segoe-ui_normal;mso-fareast-font-family:"Times New Roman"">Learn why this is important</span></a></span><span style="font-size:9.0pt;font-family:wf_segoe-ui_normal;mso-fareast-font-family:"Times New Roman";color:#212121">
<o:p></o:p></span></p>
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<p>I would really recommend this series from 3blue1brown<br>
<a href="https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&si=_cmDDGb10ww0uxed">https://youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi&si=_cmDDGb10ww0uxed</a><o:p></o:p></p>
<p>And this series from andrej karpathy<br>
<a href="https://youtu.be/7xTGNNLPyMI?si=D38_teACvbsfAaFE">https://youtu.be/7xTGNNLPyMI?si=D38_teACvbsfAaFE</a><o:p></o:p></p>
<p>-Ashwath<o:p></o:p></p>
<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman""><o:p> </o:p></span></p>
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<p class="MsoNormal"><span style="mso-fareast-font-family:"Times New Roman"">On Tue, 18 Mar, 2025, 08:28 David H Kirshner, <</span><a href="mailto:dkirsh@lsu.edu"><span style="mso-fareast-font-family:"Times New Roman"">dkirsh@lsu.edu</span></a><span style="mso-fareast-font-family:"Times New Roman"">>
wrote:<o:p></o:p></span></p>
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<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">I am an educator interested in the implications of LLMs for the teaching profession. I’ve studied the basics of ANNs to gain an understanding of how connectionist models simulate
intelligent behavior adaptively, without a guiding mental model or rule system. But my exposure to ChatGPT leaves me baffled. If the output layer is focused on identifying the appropriate next word in a string of text, it shouldn’t be able to perform nearly
as effectively as it does. <o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">Does anyone know of a workshop, seminar, or piece of writing that explains LLMs in a relatively non-technical way?<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">David Kirshner<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">________________________<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">David Kirshner, Professor<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">Mathematics Education<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">103 Peabody Hall<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">School of Education<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">Louisiana State University<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">Baton Rouge LA 70803-4728<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto">Office: (225) 578-2332 Fax: (225) 578-9135<o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><a href="https://www.lsu.edu/chse/education/faculty_and_staff_directory/dkirshner.php" target="_blank">https://www.lsu.edu/chse/education/faculty_and_staff_directory/dkirshner.php</a><o:p></o:p></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"> <o:p></o:p></p>
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