A wishlist for Generative AI technology

I keep reading posts and articles about pressing "pause" on AI developments.

First, a moratorium rarely works. There is no way of checking that people are not building the next-gen LLM. Second, rather than focusing exclusively on the dangers, people should identify features they would like for this tech to offer. It would help academia, industry and regulators focus on something concrete.

So, here is a wish list I am compiling. I am not saying everything below is doable, but I would claim everything is desirable.

  • Generative AI should be marked as such (“AI made” vs “human made”). Fake images should have a fingerprint which says “this is fake”. GPT-like content should be flagged as “AI generated”.
  • Generative AI should be?green?and not consume energy foolishly (think Bitcoin mining farms). This means reusing LLMs and datasets. This means finding better ways to train and do inference.
  • Generative AI should be?explainable,?which in the case of LLMs means pointing to references where the info was learned.
  • Generative AI should?respect copyrighted materials?and provide their nutritions facts (which datasets were used). The Bloomberg GPT paper does a good job. Maybe robots.txt should have a specific directive to ban LLM-scrapers.
  • Generative AI should provide?a way to fix errors.?Search engines had the “right to be forgotten”. We need something like that.
  • There should be?benchmarks?to evaluate Generative AI in terms of correctness, bias, etc.
  • There should be best practices to produce?LLM-friendly content?(think SEO, but for LLMs, aka LLM-O), including documentation, APIs, etc.

Please add your own.

Arnaud Sahuguet

invent, architect, build and ship products that leverage technology to solve meaningful problems and have a large social impact. Currently working on GenAI applied to financial services (hedge fund).

1 年
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Thad Hughes

Member of Technical Staff @ Imbue

1 年

"a moratorium rarely works": With drugs, we don't put a moratorium on product development, we put a moratorium on product launch. That seems to be relatively well accepted by both the industry and consumers. Almost no one is sneaking drugs into breakfast cereal, even if it might increase profits, because we don't like the unintended consequences.

Stéphane Lebrati

CEO & owner at L.P.C.R LE PETIT COURS DU ROCHER

1 年

Thx for sharing. I can’t get past the fact that “generative” AI is at its core, even more ruthlessly extractive.

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