[continued from previous message]
* Their performance at natural language processing tasks is only
marginally better than that of smaller language models.
<
http://opensamizdat.com/posts/chatgpt_survey/>
* They tend to memorise and copy text without attribution.
<
https://needtoknow.fyi/card/copyright/>
Taken together, these flaws make LLMs look less like an information
technology and more like a modern mechanisation of the psychic hotline.
Delegating your decision-making, ranking, assessment, strategising,
analysis, or any other form of reasoning to a chatbot becomes the
functional equivalent to phoning a psychic for advice.
Imagine Google or a major tech company trying to fix their search engine
by adding a psychic hotline to their front page? That's what they're
doing with Bard.
* "Our university students can't make heads nor tails of our website.
Let's add a psychic hotline!"
* "We need to improve our customer service portal. Let's add a
psychic hotline!"
* "We've added a psychic hotline button to your web browser! No, you
can't get rid of it. You're welcome!"
* "Can't understand a thing in our technical docs? Refer to our fancy
new psychic hotline!"
The AI bubble is going to be a tough one to weather.
More on "AI"
============
I've spent some time writing about the many flaws of language models and generative "AI".
* I've written about how language models are a backward-facing tool
in a novelty-seeking industry and why I think using language models
for programming is a bad idea.
<
https://softwarecrisis.dev/letters/ai-code-quality/>
<
https://softwarecrisis.dev/letters/ai-and-software-quality/>
* "AI" summaries are inherently unreliable.
<
https://www.baldurbjarnason.com/2023/ai-summaries-unreliable/>
* Their tendency towards shortcuts makes them dangerous in healthcare.
<
https://www.baldurbjarnason.com/2023/ai-in-healthcare/>
* Most of the research indicating a productivity benefit to "AI" is,
at best, flawed, and at worst are completely detached from the
reality of modern office work.
<
https://www.baldurbjarnason.com/2023/ignore-most-ai-research/>
<
https://www.baldurbjarnason.com/2023/ai-research-again/>
* AI vendors have a history of pseudoscience and snake oil.
<
https://www.baldurbjarnason.com/2023/beware-of-ai-snake-oil/>
* Even if you do think that a language model's unsolvable tendency
towards ‘hallucinations' doesn't disqualify the technology from
replacing search engines, the many security issues that language
models suffer from should. The "write a prompt; get the output"
model is inherently insecure. These systems are also vulnerable to
a form of keyword manipulation exploit that's impossible to prevent.
<
https://softwarecrisis.dev/letters/prompts-are-not-fit-for-purpose/>
<
https://softwarecrisis.dev/letters/google-bard-seo/>
I've come to the conclusion that a language model is almost always the
wrong tool for the job.
***
I strongly advise against integrating an LLM or chatbot into your
product, website, or organisational processes.
***
If you do have to use generative AI, either because it's a mandate from
above your pay grade or some other requirement, I have written a book
that's specifically about the issues with using generative "AI" for
work:
The Intelligence Illusion: a practical guide to the business risks of Generative AI.
<
https://illusion.baldurbjarnason.com/>
It's only $35 USD for EPUB and PDF, which is only 15% of the $240 USD
cost of twelve months of ChatGPT Plus.
But, again, I'd much rather you just avoid using a language model in
the first place and save both the cost of the ebook and the ChatGPT subscription.
References on the Psychic's Con
===============================
* Cold reading (Wikipedia)
<
https://en.wikipedia.org/wiki/Cold_reading>
* How to Become Psychic and Cold Read People
<
http://positivelybrainwashed.com/
how-to-become-psychic-and-cold-read-people/>
* Derren Brown Cold Reading revealed
<
https://secrets-explained.com/derren-brown/cold-reading>
* Cold reading (Rational Wiki)
<
https://secrets-explained.com/derren-brown/cold-reading>
* 7 Tricks Psychics Bullshit People With That Everyone Should Know
<
https://www.thrillist.com/culture/7-tricks-psychics-and-mediums-use-
how-psychics-use-cold-reading-the-forer-effect>
* Should You Believe in Psychics? Psychology and logic join forces to
debunk psychics (Psychology Today)
<
https://www.psychologytoday.com/us/blog/hot-thought/201904/
should-you-believe-in-psychics>
* Motivated reasoning (Wikipedia)
<
https://en.wikipedia.org/wiki/Motivated_reasoning>
* Cold Reading: How I Made Others Believe I Had Psychic Powers
<
https://medium.com/@chris.kirsch/cold-reading-how-i-
made-others-believe-i-had-psychic-powers-dc184879d264>
* Cold reading (Sceptic's Dictionary)
<
https://www.skepdic.com/coldread.html>
* Subjective validation (Sceptic's Dictionary)
<
https://www.skepdic.com/subjectivevalidation.html>
* Subjective validation (Wikipedia)
<
https://en.wikipedia.org/wiki/Subjective_validation>
* Coincidences: Remarkable or Random?
<
https://skepticalinquirer.org/1998/09/
coincidences-remarkable-or-random/>
* Psychic Experiences: Psychic Illusions
<
https://www.susanblackmore.uk/articles/
psychic-experiences-psychic-illusions/>
* Guide to Cold Reading
<
https://www.skeptics.com.au/resources/articles/
guide-to-cold-reading-ray-hyman/>
* The Cold Reading Technique
<
http://www.denisdutton.com/cold_reading.htm>
* Forer effect (Sceptic's Dictionary)
<
https://www.skepdic.com/forer.html>
* Tricks of the Psychic Trade (Psychology Today)
<
https://www.psychologytoday.com/us/blog/speaking-in-tongues/
201201/tricks-the-psychic-trade>
* Psychic Scams
<
https://www.aarp.org/money/scams-fraud/info-2022/psychic.html>
* Ten Tricks of the Psychics I Bet You Didn't Know (You Won't Believe #6!)
<
https://skepticalinquirer.org/exclusive/
ten-tricks-of-the-psychics-i-bet-you-didnrsquot-know/>
From: <
https://softwarecrisis.dev/letters/llmentalist/>
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