Artificial intelligence (AI) refers to
the simulation of human intelligence and awareness in machines that are
programmed to think, judge, respond, and mimic humans and their actions (Frakenfield,
2022). It is commonly used by people to describe any piece of technology
that mimics human learning and problem-solving skills.
Artificial
intelligence is used across all industries and academic subjects. The term is
used to describe everything from finding the best route on Apple and Google
Maps, self-driving cars, algorithms to display a list in a certain order on a
website or in a social media app, and facial recognition software to unlock a
smart phone. It is part of our everyday lives, at work, in school and at
home.
Machine learning is a subfield of
artificial intelligence, which is broadly defined as the capability of a
machine to imitate intelligent human behavior. Artificial intelligence systems
are used to perform complex tasks in a way that is similar to how humans solve
problems.
Large Language Models
LLMs (Large Language Models) "can
generate natural language texts from large amounts of data. Large language
models use deep neural networks, such as transformers, to learn from billions
or trillions of words, and to produce texts on any topic or domain. Large
language models can also perform various natural language tasks, such as
classification, summarization, translation, generation, and dialogue."
(Maeda
& Chaki, 2023)
Generative Pre-trained
Transformer
GPT (Generative Pre-trained
Transformer) "models give applications the ability to create human-like text
and content (images, music, and more), and answer questions in a conversational
manner." (What Is GPT AI?,
n.d.)
The AI Tools Directory blog
is a comprehensive collection of curated artificial intelligence software tools
that cater to the needs of small business owners, bloggers, artists, musicians,
entrepreneurs, marketers, writers, and researchers.
Ithaka S+R lists generative
AI products that are either marketed specifically towards postsecondary faculty
or students or appear to be actively in use by postsecondary faculty or
students for teaching, learning, or research activities.
This website aims to
categorize LLMs to make finding a resource for your goals easier. They state
they are "the largest AI aggregator."
Uses
Limitations
It can be a starting
place, but do not rely on it for factual information or research.
It is not a search
engine, but uses vast amounts of data to generate responses that appear to make
sense.
LLMs and AI are known for
producing hallucinations, where the program
presents and defends false information as if it were factual.
Most LLMs have
created citations to defend its statements, but these citations can be entirely
fabricated.
LLMs have access to
knowledge up to a given date. You may ask the LLM when that date is, but it is
best to go to the developer's notes, if available, to confirm whether its
information is up to date.
August 8, 2023, London
School of Economics and Political Science blog post by Leonard Bauersfeld,
Angel Romero, Manasi Muglikar, and Davide Scaramuzza.
Guide by Amanda Wheatley
(she/elle), Librarian, McGill Library.
Co-Authorship
Many journals have rules about
whether AI and LLMs can be considered a co-author. Investigate the Author
Guidelines for any journal in which you are considering publishing before
using a LLM to revise or support your work.
Includes: Recent Books; Key
Databases For AI and Machine Learning; Research Searching the Catalog for AI
and Machine Learning Research; Keeping Up to Date: Blogs, Websites, Articles;
Selected Journals in Artificial Intelligence and Machine Learning; Selected
Organizations and Websites; Legal Issues for AI; Ethics and AI; AI and Teaching
and Learning; and Publishing and AI.
October 1, 2023, The Hastings Center Report editorial by
Gregory E. Kaebnick, David Christopher Magnus, Audiey Kao, Mohammad Hosseini,
David Resnik, Veljko Dubljevic, Christy Rentmeester, Bert Gordijn, and Mark J.
Cherry.
From the American Association of
Medical Colleges (AAMC)
Latest
Articles about Artificial Intelligence from JAMA Explore the latest in
AI in medicine, including studies of how chatbots, large language models
(LLMs), natural language processing, and machine learning are transforming
medicine and health care.