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Purdue University

AI Academy Resource Guide

Supplemental Resource Library for the Inaugural 2025 Purdue AI Academy

References from the AI Intro Quiz

Further Reading

Question #1 Word-Embedding Systems

The Illustrated Transformer
Missed Question 1? No worries—learn more here!
Dissociating language and thought in large language models
Got Question 1 right? Great job! Want to dive deeper into this topic? Click here to learn more.

Question #3 Semantic Understanding in Large Language Models

Large language models, explained with a minimum of math and jargon
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From Word Types to Tokens and Back: A Survey of Approaches to Word Meaning Representation and Interpretation
Got question 3 correct? Nice! Explore more on this topic here.

Question #5 AI Guardrails and Content Restrictions

Building Guardrails for Large Language Models
Did you receive an incorrect response for question 5? That is okay! This article provides a great explanation.
Guardrails for Large Language Models: A Review of Techniques and Challenges
Got it right? Woohoo! Here's some more information to expand your knowledge!

Question #8 AI-Generated Text Detection Criteria

Detecting the Undetectable: The Need for a New Paradigm for Academic Writing Evaluation in the AI Era – Addressing Inconsistencies in AI and Plagiarism Detection Tools
Got question 8 wrong? No worries! This article offers a great explanation to help you understand it better.
Can AI-Generated Text be Reliably Detected?
Nailed it? Nice work! Check out this extra info to learn even more.

Question #11 Perplexity and Predictability in AI Text

Generative AI detection in higher education assessments
Whether you got it right or not, this source is a great way to learn more!

Question #14 Regression to the Mean in AI-Generated Text

Amplifying the Anomaly: How Humans Choose Unproven Options and Large Language Models Avoid Them
Right or wrong, this resource is a valuable way to explore the topic further.

Question #15 Cultural Bias in AI Training Data

Not All Countries Celebrate Thanksgiving: On the Cultural Dominance in Large Language Models
Regardless of how you answered, this is an excellent source to deepen your understanding.

Last Edited: Aug 12, 2025 11:20 AM
URL: https://guides.lib.purdue.edu/AI-Academy
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