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AI outperforms law professors in Stanford Law study

law.stanford.edu

231–240 of 384 posts

Re: AI outperforms law professors in Stanford Law study

#231

I find this study quite suspect. I'd have to dive deeper but there's definitely significant alarm bells that should be going off for anyone reading. Figure 2 (page 6) screams problems. There's only 16 professors (3k comparisons each?!?!) and the professors are all over the place. That's very high variance, suggesting the study has no meaningful statistical power. Poor instructor 16 can't catch a break lol There's als…

The study was conducted by Stanford’s HAI institute, which receives heavy funding from Google (how much I couldn’t find because they don‘t publish their donations in a place I could find it; but I suspect it is alot). And the authors did not declare a non-conflict of interest at the end of the paper.

Do papers need a "non-conflict of interest" disclosure nowadays to not be considered just ads?

Re: AI outperforms law professors in Stanford Law study

#232

I find this study quite suspect. I'd have to dive deeper but there's definitely significant alarm bells that should be going off for anyone reading. Figure 2 (page 6) screams problems. There's only 16 professors (3k comparisons each?!?!) and the professors are all over the place. That's very high variance, suggesting the study has no meaningful statistical power. Poor instructor 16 can't catch a break lol There's als…

This is the bit I'm suspicious of:

> They calibrated AI responses to match the length and structure of human answers

which I would guess removes AI's hallucinations and errors somewhat.

Re: AI outperforms law professors in Stanford Law study

#233

Earlier quoted context omitted.

The issue is, it almost always outperforms knowledge workers. IF the right questions are asked, and IF steered into and corrected at a few crucial points. IF not it goes off in the wrong direction really quick and that's a problem that's still mostly unsolved in the last 2 years. And that can be catastrophic in high risk environments, like legal, medical or high risk software products where being wrong in the wrong p…

I kinda disagree. High risk environments just means that they will have to have a human-in-the-loop for a longer time which drastically reduce the skill required for such human (which is still requires high skill just not stupidly high).

If the human involved has no skill then they might as well not be there, since they're just a fall guy when things go wrong and won't do anything to prevent it from happening.

Re: AI outperforms law professors in Stanford Law study

#234
post #198

Earlier quoted context omitted.

The issue is, it almost always outperforms knowledge workers. IF the right questions are asked, and IF steered into and corrected at a few crucial points. IF not it goes off in the wrong direction really quick and that's a problem that's still mostly unsolved in the last 2 years. And that can be catastrophic in high risk environments, like legal, medical or high risk software products where being wrong in the wrong p…

Ya, while the tools are really solid and have seen huge leaps these past two years, in no way will an LLM be able to do any of it unguided in two years. Just a humble opinion that I would love to see be wrong.

> Just a humble opinion that I would love to see be wrong

Out of curiosity, why would you love to be wrong about that? What possible outcome could you see being a net positive for society if the vast majority of knowledge workers (and ultimately, as robotics progress, most workers in general) are replaced by AI?

Re: AI outperforms law professors in Stanford Law study

#235
In general it is not surprising. Even if this particular study is bad.

There are certain areas of law work that are about analyzing large amounts of texts, drawing conclusions and writing other texts based on that and nothing more. That is literally the bread of LLMs.

Those types of lawyers should be the first in line for unemployment, not programmers, not even close.

Re: AI outperforms law professors in Stanford Law study

#236

Earlier quoted context omitted.

The issue is, it almost always outperforms knowledge workers. IF the right questions are asked, and IF steered into and corrected at a few crucial points. IF not it goes off in the wrong direction really quick and that's a problem that's still mostly unsolved in the last 2 years. And that can be catastrophic in high risk environments, like legal, medical or high risk software products where being wrong in the wrong p…

I kinda disagree. High risk environments just means that they will have to have a human-in-the-loop for a longer time which drastically reduce the skill required for such human (which is still requires high skill just not stupidly high).

I think the opposite, only the most skilled will be required.

But it depends on the skill:

- For landing pages & simple saas solutions: marketeers & founders have more skill, since they understand the user best. The real skill is not the basic coding, but understanding the market.

- For security risks/architecture: senior devs can spot things in seconds

Im not a doctor or lawyer, but im sure there are cases where AI is really good in a similar way and cases where they miss the most crucial aspects.

Re: AI outperforms law professors in Stanford Law study

#237
post #98
post #7

As a software engineer I have some intuition for what the risks are of letting agents do some tasks vs others. I don't have a similar intuition calibrated for what could go wrong when asking AI to draft a legal document. Some things seem harmless, i.e. drafting a will, but I don't really know- our legal system is notoriously rife with footguns.

IME so far (as both a lawyer and a software engineer), LLM error rates when drafting code and legal documents are reasonably comparable, but it's more problematic in the legal context because legal documents do not benefit from many of the structural safeguards available for code. For legal documents, there are no automated tests, no static typing, no test environments, no logging/observability instrumentation, no sa…

Hidden gem of a comment, thanks for writing

Re: AI outperforms law professors in Stanford Law study

#238
post #234
post #198

Earlier quoted context omitted.

Ya, while the tools are really solid and have seen huge leaps these past two years, in no way will an LLM be able to do any of it unguided in two years. Just a humble opinion that I would love to see be wrong.

> Just a humble opinion that I would love to see be wrong Out of curiosity, why would you love to be wrong about that? What possible outcome could you see being a net positive for society if the vast majority of knowledge workers (and ultimately, as robotics progress, most workers in general) are replaced by AI?

In a way, we are betraying something here. My reading is: solving the social problems of capitalism feels so impossible, that reducing the need for anyone to do work is a liability. In a way this sentiment should make extremists of us all?

Re: AI outperforms law professors in Stanford Law study

#239
post #118
post #7

As a software engineer I have some intuition for what the risks are of letting agents do some tasks vs others. I don't have a similar intuition calibrated for what could go wrong when asking AI to draft a legal document. Some things seem harmless, i.e. drafting a will, but I don't really know- our legal system is notoriously rife with footguns.

> Some things seem harmless, i.e. drafting a will Absolutely not harmless if you're the executor of an estate forced to deal with a screwed up AI will. I just handler my dad's estate this spring. It's a frustrating and confusing process even with the simplest of estates.

I recently had to file to become an estate admin with no will at all. And it was literally cheaper for me to fly 3000 miles to do it in person than it was to pay a lawyer. Because lawyers are frankly greedy scumbags half the time. They don't offer an appropriate cost for the service..instead the conversation immediately goes to "how much" money is in the accounts and suddenly they want a percentage of your father's estate for filing two pieces of paper.

And in my experience if you do actually pay a lawyer for something they will act like you're not worth their time and will literally role their eyes at you when you're trying to explain the minor details of a case because they are too lazy to listen and zone in like I would when doing my job.

Re: AI outperforms law professors in Stanford Law study

#240

Earlier quoted context omitted.

Sure, but in two years AI has gone from “impressive tool, but not a replacement for knowledge workers” to “the study where it beats our highest caliber of knowledge workers may have some methodological deficits.” In another two years it’s going to be curtains.

Assuming it keeps improving at the same rate, which I think we are already seeing not play out. If you compare the first six months when GPT truly hit the mainstream to the previous six months, the improvements are not nearly as evident. That isn’t to say they aren’t noticeable, I could definitely tell it’s improving, but not nearly at the pace it once was. There’s also the fact that they can’t possibly keep improvin…

I agree. But notice that you assume that there is a metric with which you can messure improvement. Which is fine if you are measuring against your personal taste.

But it might be that the optimization target itself has a ceiling. If you're training toward human approval ratings from a broad population, you converge toward what median preference selects for. The plateau is baked into what you're measuring against.

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