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UVA Library AI Challenge

This guide presents 10 hands-on “challenges” to help UVA students, faculty, and researchers explore generative AI in academic and creative contexts. Each self-contained activity promotes active learning, critical thinking, and reflection, and can be completed in any order based on your interests.

The 5-Minute Reference Check: Verify Citations Before Submission

A 5-minute, method-first activity: students verify three references from their own draft bibliography before submitting - resolving DOIs and searching exact titles - then classify each as found-and-matches, found-but-differs, or not-found, and correct entries from the real record. Motivated by the rise of fabricated ("hallucinated") citations that look perfectly formatted yet point at nothing. Teaching point: "not found" does not automatically mean "fabricated".

Breaking the Code: Understanding Algorithmic Bias

Algorithms are everywhere, and they have increasing power over what we consume (Amazon, Netflix, TikTok), who we date (“the apps”), and how we understand the world (Google, ChatGPT). So, what are algorithms, and how did they become so powerful? Who are the humans that create them, and why does it matter?

In this workshop, we will explore how algorithms can perpetuate bias and discrimination, and discuss some preventive strategies. It is open to learners of all backgrounds and experience.

Hidden Layer: Intellectual Privacy and Generative AI

The Hidden Layer Workshop introduces key generative AI (genAI) concepts through a privacy lens. Participants probe the possibilities and limitations of genAI while considering implications for intellectual privacy, intellectual property, data sovereignty, and human agency. In the centerpiece activity, participants engage in a hidden layer simulation to develop a conceptual understanding of the algorithms in the neural networks underlying LLMs and their implications for machine bias and AI hallucination.

Using ChatGPT For Library Instruction: Information Creation as a Process

ChatGPT is an generative artificial intelligence chatbot released in November 2022 by OpenAI. What are the opportunities in using this tool to teach library instruction? This document highlights various ways to engage with learners in critically analyzing ChatGPT (version GPT-3) and its responses through the ACRL Frame: Information Creation as a Process.