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Where Did ChatGPT Come From?

By Kevin O'Keefe on February 10, 2023
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It’s been no overnight success for OpenAI’s ChatGPT. I get that many of you say there’s been no success, at all.

Will Douglas Heaven, a senior editor for AI at MIT Technology Review has an informational (if your science skills are sharper than mine) and entertaining read about where ChatGPT came from.

ChatGPT’s foundation goes back to the 80’s and 90’s with the development of certain language models required for a neural network (software inspired by the way neurons in animal brains signal one another) that can make sense of text required in AI.

The breakthrough came when Google researchers invented transformers, a kind of neural network that can track where each word or phrase appears in a sequence.

OpenAI developed GPT-2 in 2019, only months after GPT. But GPT-2 created the big buzz.

So much so that OpenAI was apparently concerned people would use GPT-2 “to generate deceptive, biased, or abusive language” and decided not to release the full model.

Times changed with GPT-3, released in 2020. People were blown away with its ability to generate human-like text, to answer questions and generate stories.

AI gains are made from supervising activity and input, as opposed to developing new technology. The problem is you pick up a lot of disinformation from the net and what’s delivered can be toxic.

In early 2022, Open AI trained GPT-3 to reduce misinformation and toxic text. As a result, GPT-3 was better at following people’s instructions and produced less misinformation and and fewer mistakes.

OpenAI’s been as surprised as anyone by how ChatGPT has been received. On the day before it was launched in November of last year, ChatGPT was pitched as an “incremental update” to InstructGPT. ChatGPT was basically being trained to improve itself

As Heaven writes, “OpenAI trained GPT-3 to master the game of conversation and invited everyone to come and play. Millions of us have been playing ever since.”

Photo of Kevin O'Keefe Kevin O'Keefe

I am a trial lawyer, turned legal tech entrepreneur, now leading the largest community of legal publishers in the world at LexBlog, Inc.

I am a lawyer of 39 years. Wanting to be a lawyer since I was a kid, I have loved…

I am a trial lawyer, turned legal tech entrepreneur, now leading the largest community of legal publishers in the world at LexBlog, Inc.

I am a lawyer of 39 years. Wanting to be a lawyer since I was a kid, I have loved almost every minute of it.

I practiced as a trial lawyer in rural Wisconsin for 17 years, representing plaintiffs, whether they were injury victims and their family members or small businesses.

In the mid-nineties, I discovered the Internet in the form of AOL. I began helping people by answering questions on AOL message boards and leading AOL’s legal community.

I later started my own listservs and message boards to help people on personal injury, medical malpractice, workers compensation and plaintiff’s employment law matters. Though we were green to technology and the Internet, USA Today said if my firm “didn’t stop what we were doing, we would give lawyers a good name.”

In 1999, I closed my law firm and we moved, as a family of seven, to Seattle to start my first company. Prairielaw.com was a virtual law community of people helping people, a sort of AOL on the law, featuring message boards, articles, chats, listervs and ask-a-lawyer.

Prairielaw.com was sold to LexisNexis, where it was incorporated into Martindale-Hubbell’s lawyers.com.

After a stint as VP of Business Development at LexisNexis, I founded LexBlog out of my garage in 2004 (no affiliation with LexisNexis).

Knowing lawyers get their best work from relationships and a strong word of mouth reputation, and not promoting themselves, I saw blogging as a perfect way for lawyers to build relationships and a reputation.

When I could not find someone to help me with my own blog, I started a company to provide what I needed. Strategy, professional design, platform, coaching, SEO, marketing and free ongoing support.

As a result of the outstanding work of my team of twenty and my blogging, the LexBlog community has grown to a community of over 30,000 legal professionals, world-wide.

Publishing my blog, Real Lawyers, now in its 18th year, I share information, news, and commentary to help legal professionals looking to network online, whether it be via blogging or other social media.

Blogging also enables me to think through my ideas – out loud and in an engaging fashion.

In addition to my blog, I liberally share others’ insight on Twitter. Feel free to engage me there as well on LinkedIn and Facebook.

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