少点错误 02月04日
Information Versus Action
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本文探讨了在决策过程中获取信息的复杂性,指出过度依赖某些信息来源可能导致信息失真。文章通过外星人调查司法系统、戒毒诊所案例,以及古德哈特定律的应用,揭示了行动与信息获取之间的权衡关系。为了获得真实的信息,有时需要放弃直接利用这些信息采取行动,以建立信任,防止信息提供者因害怕后果而隐瞒或扭曲事实。文章强调了在信息使用中保持谨慎的重要性,避免成为他人操纵的工具。

👽 **信息获取的困境:** 为了解刑事司法系统的准确性,外星人通过承诺不泄露信息的方式,向被告询问其真实罪行,以此避免被告因害怕受到惩罚而说谎,从而获得更真实的信息。

💉 **信任的重要性:** 戒毒诊所通过保证不向警方举报吸毒者,赢得了他们的信任,从而能够提供清洁针头、美沙酮等帮助,并监测城市吸毒率的变化。反之,警方伪装成诊所工作人员进行逮捕,将破坏这种信任,导致信息来源枯竭。

⚖️ **古德哈特定律的挑战:** 当标准测试、bug报告、体重测量等指标被用于奖励或惩罚时,人们会倾向于操纵这些指标以获得利益,而非真实反映情况。例如,学生和老师会合谋提高考试成绩,程序员会为了完成bug报告而敷衍了事。

🤫 **不作为的价值:** 为了维护信息来源的可靠性,有时需要选择不采取行动,即使掌握了某些信息。如果总是对举报采取行动,人们可能会担心被利用,从而不再提供真实信息。因此,保持适当的距离,允许知情者提供私下建议,可能更有价值。

Published on February 4, 2025 5:13 AM GMT

You can get a clearer view of what's going on if you're willing to ignore certain types of information when making decisions. If you heavily use a source of information to make important decisions, that source of information gains new pressure that can make it worse. See Goodhart's Law and Why I Am Not In Charge.

I. 

Imagine you are an alien from the planet of obsessives, and you want to know how accurate the criminal justice system is. You're purely in it for the knowledge. You don't care about arresting more criminals, you don't care about the second order effects on society, you just really want to know how accurate this system is. (If it helps, imagine the kind of person who complains in the War Thunder forums about the exact specifications of aircraft, or who uses a magnifying glass to paint the decals on miniature train sets, only their interest is focused on the judiciary.)

You obviously can't use the courts to check if the courts find the correct people innocent and the correct people guilty. You can check if a case ever gets overturned, but it's possible the court was right the first time and wrong the second. You could try and investigate crimes yourself, but then any differences between your verdicts and the court verdicts could just as well be your error as it could be the court's error. This is frustrating.

Finally, you come up with an answer. You go to defendants who have just finished your trial and have the following conversation:

You: Can you please tell me whether you're actually innocent or guilty?
Defendant: What? Obviously I'm innocent. Why would I tell you anything else?
You: Because I can't be used against you. Look, I swore an oath to the court that I'd tell them random nonsense if they asked me. Then I got myself notarized as insane, due to the whole obsessive alien thing. No court would take my testimony.
Defendant: I feel like I shouldn't trust you.
You: Reasonable, but consider, I'm just asking you to whisper it in my ear. I'll strip my shirt off so you can see I'm not wearing a wire. Even if I did try and testify, the court knows I could say whatever, so they can't rely on me. 
Defendant: I'm innocent. Even if I wasn't, how would this deal benefit me in any way?
You: It costs you nothing. Tell you what, I'll swear upon my eternal soul to the demon Balthazar that I'll never tell a single person. I'll never write it down, even in a paper notebook written in cypher. Balthazar appears in a puff of brimstone, pitchfork and contract in hand.
Defendant: Wow, where'd the demons come from?
You: You didn't ask about me being an alien.
Defendant: Okay, fair point. Fine, I'll tell you. Whispers.

The more you can convincingly establish that there's no change in outcome if you get the information, the easier it is in many ways to get the information. There's no point in lying to you, because it wouldn't change anything for the defendant anyway.

II.

Forget the alien thing for a minute.

This effect is commonly visible in harm reduction efforts. If heroin is illegal and you get arrested if the police find out you're using it, heroin addicts won't talk to the police about their heroin problem. They'll even avoid talking about things related to heroin, like why they're carrying a lot of cash or how they got that needle mark. On the other hand, if a clinic convincingly establishes that they aren't going to report you, sometimes heroin users will accept clean needles or methadone or even directions to an Addicts Anonymous support group. A clinic can keep track of how many different people come in over time, and figure out if addiction rates are going up or down in the city. Lying to the cops helps the addict, because they don't get arrested. Lying to the clinic doesn't help as much.

If you're short-sighted and motivated to catch criminals, you might think, hey, why not put a few police officers in disguise as clinic workers and have them pull out their badges to make an arrest as soon as someone admits to using heroin? If you express that clever idea anywhere near a methadone clinic worker, I predict they will tell you that's a horribly stupid idea and you should never ever do it. Or talk about doing it. Or look too much like you're thinking about trying it.

Why? Because then neither you nor the clinic can get what they want next time.

The heroin addicts aren't complete idiots. The more often stings like that happen, or even are rumoured to happen, the less often they trust clinics. The clinic wants the addicts' trust, so the clinic generally won't help the police. 

Go back to the alien and the criminal defendants. Maybe you make alien inquiries of lots of defendants, enough to build up a good sense in your head of how accurate the justice system is. Then the chief of police sidles up to you in a pub one night and says, hey, look, this one crook really stumped us, can you help us out? It's all to improve the police force so we can do better about keeping people safe. 

I claim your answer ought to say no, you won't tell. 

III.

There's information to be gained from action. I'm not denying that.

There's a whole ethos around moving fast and breaking things. Sometimes you gather a little information like what a customer wants, try to change the world based on that information, then use the feedback (did the customer buy it?) to get a little more information before trying to change the world again. 

This approach is rad. If you come away from this essay thinking I'm saying taking actions always trades off against gaining information, you're just wrong. Most of the time even, I think you learn more from acting on what you know than behaving as though you don't know it. 

Sometimes though, information trades off against action. 

IV.

The criminal defendant and heroin addict examples are antagonistic. The police (optimistically) want to know when they screw up so that they can do better next time and catch more lawbreakers. People breaking the law get punished if the police can prove they're breaking the law, so they have lots of incentives to lie to the police. How about sneakier examples?

I referenced Goodhart's Law above. Goodhart's law is insidious. 

It's not just that people won't talk to you or will lie to cover up their own misdeeds. You also have people coming out of the woodwork to lie to you to throw dirt on other people. There's no point telling the Catholic priest under the seal of the confessional that my rival is a serial murderer, but if I can get the checkered police officer to believe me, I might get rid of my hated rival.

There is, however, a very simple countercharm to defeat Goodhart's Imperius. It's a stupid looking countercharm though. You have to not use information you obviously have.

V.

This is going to look stupid every single time it comes out.

"A dozen people reported to you that [person] was doing bad things and lying about it. Why didn't you do anything?"

Well, would those people have talked to you if you were going to act on it? If you always acted on it, could you trust people to tell you things for your information instead of using you as a stooge in their efforts to remove their hated rivals?

Depending on the circumstances, sometimes you can use the information a bit, in ways that don't distort the signal much. Like, maybe you order extra doses of methadone, ostensibly just in case. Maybe you have three on-the-record interviews saying someone did a fraud, and the dozen off-the-record conversations make you more confident you have the right story. Maybe if instead of promoting or demoting teachers based on test results, you tweaked the lesson plans based on what worked, but paid everyone involved the exact same amount of money and status, then you minimize the amount that Goodhart screws you over. It's a tricky game, but I can see it being worth playing sometimes.

Less safe, but still something people try sometimes, are things like using parallel reconstruction to see if you can find the same information out via other, non-confidential means. There's the strategy of waiting a few months, taking action, and refusing to explain why to obscure your sources. But every time you lean on this, the clinic worker gets a twitch in their eyes. I generally advise against this.

Most of the time, I think it's better to have someone in the loop who sees more and can give people the quiet, private advice on their options. Better that the addict can ask the doctor what the prognosis is rather than live in ignorance because the doc will report them to the police.

Sometimes if you are driven by a burning desire to know, the best way to find out information is to be the kind of person who won't act on it. This will predictably result in knowingly making bad choices or watching other people make bad choices.

Information trades off against action. Not always, but in some ways and categories, it does.



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信息获取 古德哈特定律 信任 决策 信息失真
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