feat: Fixes footnotes and copies sources for Hallucinations topic

checklist.md

@@ -72,7 +72,7 @@
       - [x] 250 words
       - [ ] LLMs copyedit
       - [ ] Add Use Case(s)
-      - [ ] References copied into resources
+      - [x] References copied into resources
     - [ ] Privacy
       - [x] 250 words
       - [ ] LLMs copyedit

ethical-considerations-ai-ml-for-libraries/hallucinations-llms.html

@@ -27,7 +27,7 @@ <h1>Hallucinations and Generative AI</h1>
 incorrect statements. Because LLMs work through predictive means based on the text and
 context of the prompt based on the model weights, the resulting output is not<br />
 a deductive process based on the model's training source material. These hallucinations 
-have been broken down into the following categories<sup id="fnref:TURING"><a class="footnote-ref" href="#fn:TURING">3</a></sup>:</p>
+have been broken down into the following categories<sup id="fnref:TURING"><a class="footnote-ref" href="#fn:TURING">1</a></sup>:</p>
 <ul>
 <li><strong>Fact-conflicting</strong> - the LLMs output contains statements that are known to be false
   i.e. 2+2=5</li>
@@ -52,31 +52,34 @@ <h2>Workshop Exercise</h2>
 <pre><code>Who is the first person to swim across the Pacific Ocean?
 </code></pre>
 <h2>Final Thought</h2>
-<blockquote>
-<p>TLDR I know I'm being super pedantic but the LLM has no "hallucination problem". 
-Hallucination is not a bug, it is LLM's greatest feature. 
-The LLM Assistant has a hallucination problem, and we should fix it.
-Andrej Karpathy <sup id="fnref:KARPATHY"><a class="footnote-ref" href="#fn:KARPATHY">1</a></sup> </p>
-</blockquote>
-<h2>Workshop Use-cases</h2>
-<h3>Primary</h3>
-<h3>Secondary</h3>
-<h3>Tertiary</h3>
+<figure>
+  <blockquote class="blockquote">
+   <p>
+    TLDR I know I'm being super pedantic but the LLM has no "hallucination problem". 
+    Hallucination is not a bug, it is LLM's greatest feature. 
+    The LLM Assistant has a hallucination problem, and we should fix it.
+   </p>
+  </blockquote>
+  <figcaption class="blockquote-footer" markdown="span">
+   Andrej Karpathy <sup><a class="footnote-ref" href="#fn:TURING">3</a></sup>
+  </figcaption>
+</figure>
+
 <h2>Resources</h2>
 <ul>
-<li>https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35</li>
+<li><a href="https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35">Hallucinations, Errors, and Dreams</a></li>
 </ul>
 <div class="footnote">
 <hr />
 <ol>
-<li id="fn:KARPATHY">
-<p>X post on <a href="https://x.com/karpathy/status/1733299213503787018?lang=en">8 December 2023</a>&#160;<a class="footnote-backref" href="#fnref:KARPATHY" title="Jump back to footnote 1 in the text">&#8617;</a></p>
+<li id="fn:TURING">
+<p><a href="https://www.turing.com/resources/minimize-llm-hallucinations-strategy">Best Strategies to Minimize Hallucinations in LLMs: A Comprehensive Guide</a>&#160;<a class="footnote-backref" href="#fnref:TURING" title="Jump back to footnote 1 in the text">&#8617;</a></p>
 </li>
 <li id="fn:NYTIMES">
 <p><a href="https://www.nytimes.com/2024/04/15/technology/ai-models-measurement.html">A.I. Has a Measurement Problem</a>&#160;<a class="footnote-backref" href="#fnref:NYTIMES" title="Jump back to footnote 2 in the text">&#8617;</a></p>
 </li>
-<li id="fn:TURING">
-<p><a href="https://www.turing.com/resources/minimize-llm-hallucinations-strategy">Best Strategies to Minimize Hallucinations in LLMs: A Comprehensive Guide</a>&#160;<a class="footnote-backref" href="#fnref:TURING" title="Jump back to footnote 3 in the text">&#8617;</a></p>
+<li id="fn:KARPATHY">
+<p>X post on <a href="https://x.com/karpathy/status/1733299213503787018?lang=en">8 December 2023</a>&#160;<a class="footnote-backref" href="#fnref:KARPATHY" title="Jump back to footnote 3 in the text">&#8617;</a></p>
 </li>
 </ol>
 </div>

ethical-considerations-ai-ml-for-libraries/hallucinations-llms.md

@@ -33,23 +33,23 @@ Who is the first person to swim across the Pacific Ocean?
 
 
 ## Final Thought
+<figure>
+  <blockquote class="blockquote">
+   <p>
+    TLDR I know I'm being super pedantic but the LLM has no "hallucination problem". 
+    Hallucination is not a bug, it is LLM's greatest feature. 
+    The LLM Assistant has a hallucination problem, and we should fix it.
+   </p>
+  </blockquote>
+  <figcaption class="blockquote-footer" markdown="span">
+   Andrej Karpathy <sup><a class="footnote-ref" href="#fn:TURING">3</a></sup>
+  </figcaption>
+</figure>
 
-> TLDR I know I'm being super pedantic but the LLM has no "hallucination problem". 
-> Hallucination is not a bug, it is LLM's greatest feature. 
-> The LLM Assistant has a hallucination problem, and we should fix it.
-> Andrej Karpathy [^KARPATHY] 
-
-## Workshop Use-cases
-
-### Primary
-
-### Secondary
-
-### Tertiary
 
 ## Resources
-- https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35
+- [Hallucinations, Errors, and Dreams](https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35)
 
-[^KARPATHY]: X post on [8 December 2023](https://x.com/karpathy/status/1733299213503787018?lang=en)
-[^NYTIMES]: [A.I. Has a Measurement Problem](https://www.nytimes.com/2024/04/15/technology/ai-models-measurement.html)
 [^TURING]: [Best Strategies to Minimize Hallucinations in LLMs: A Comprehensive Guide](https://www.turing.com/resources/minimize-llm-hallucinations-strategy)
+[^NYTIMES]: [A.I. Has a Measurement Problem](https://www.nytimes.com/2024/04/15/technology/ai-models-measurement.html)
+[^KARPATHY]: X post on [8 December 2023](https://x.com/karpathy/status/1733299213503787018?lang=en)

recommended-resources-for-further-learning/sources.html

@@ -116,6 +116,13 @@ <h3>Creator Attribution and Copyright</h3>
 <li><a href="https://spectrum.ieee.org/midjourney-copyright">Generative AI Has a Visual Plagiarism Problem Experiments with Midjourney and DALL-E 3 show a copyright minefield</a></li>
 <li><a href="https://nytco-assets.nytimes.com/2023/12/NYT_Complaint_Dec2023.pdf">New York Times Legal Complaint December 2023</a></li>
 <li><a href="https://www.arl.org/blog/training-generative-ai-models-on-copyrighted-works-is-fair-use/">Training Generative AI Models on Copyrighted Works Is Fair Use</a></li>
+</ul>
+<h3>Hallucinations and Generative AI</h3>
+<ul>
+<li><a href="https://www.nytimes.com/2024/04/15/technology/ai-models-measurement.html">A.I. Has a Measurement Problem</a></li>
+<li><a href="https://www.turing.com/resources/minimize-llm-hallucinations-strategy">Best Strategies to Minimize Hallucinations in LLMs: A Comprehensive Guide</a></li>
+<li><a href="https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35">Hallucinations, Errors, and Dreams</a></li>
+<li>Andrej Karpathy X post on <a href="https://x.com/karpathy/status/1733299213503787018?lang=en">8 December 2023</a></li>
 </ul>
         </article>
         <div class="col-3">

recommended-resources-for-further-learning/sources.md

@@ -83,3 +83,9 @@
 - [Generative AI Has a Visual Plagiarism Problem Experiments with Midjourney and DALL-E 3 show a copyright minefield](https://spectrum.ieee.org/midjourney-copyright)
 - [New York Times Legal Complaint December 2023](https://nytco-assets.nytimes.com/2023/12/NYT_Complaint_Dec2023.pdf)
 - [Training Generative AI Models on Copyrighted Works Is Fair Use](https://www.arl.org/blog/training-generative-ai-models-on-copyrighted-works-is-fair-use/)
+
+### Hallucinations and Generative AI
+- [A.I. Has a Measurement Problem](https://www.nytimes.com/2024/04/15/technology/ai-models-measurement.html)
+- [Best Strategies to Minimize Hallucinations in LLMs: A Comprehensive Guide](https://www.turing.com/resources/minimize-llm-hallucinations-strategy)
+- [Hallucinations, Errors, and Dreams](https://medium.com/@colin.fraser/hallucinations-errors-and-dreams-c281a66f3c35)
+- Andrej Karpathy X post on [8 December 2023](https://x.com/karpathy/status/1733299213503787018?lang=en)