All of ZY's Comments + Replies
Haven't read the full report, maybe you have already done/tested this - one thought is to use things like influence functions, to try to trace which data (especially fro the non-secure code) "contributed" to these predictions, and see if there is any code that may be related
Super interesting paper, thanks for the work! Naive question - I thought GPT-4o is not open-sourced, is it finetune-able because UK AISI has access to the model/model weights?
On LLMs vs search on internet: agree that LLMs are very helpful in many ways, both personally and professionally, but the worse parts of the misinformation in LLM comparing to wikipedia/internets in my opinion includes: 1) it is relatively more unpredictable when the model will hallucinate, whereas for wikipedia/internet, you would generally expect higher accuracy for simpler/purely factual/mathematical information. 2) it is harder to judge the credibility without knowing the source of the information, whereas on the internet, we could get some signals where the website domain, etc.
You may like this paper, and I like the series generally ( https://physics.allen-zhu.com ):
https://arxiv.org/pdf/2407.20311
This paper looked at generalization abilities for Math, by making up some datasets in a way that the training data have definitely not seen it.
It is unclear to me why AI ethics would be partisan; could you elaborate? Do you mean the bias part in the context of US politics somehow specifically perhaps? (I think a lot of the topics are politicized in an unnecessary/non-causal way in the US)
I am a bit confused on this being "disappointing" to people, maybe because it is not a list that is enough and it is far from complete/enough? I would also be very concerned if OpenAI does not actually care about these, but only did this for PR values (seems some other companies could do this). Otherwise, these are also concrete risks that are happening, actively harming people and need to be addressed. These practices also set up good examples/precedents for regulations and developing with safety mindset. Linking a few resources:
child safety:
...I wonder if this is due to
- funding - the company need money to perform research on safety alignment (X risks, and assuming they do want to to this), and to get there they need to publish models so that they can 1) make profits from them, 2) attract more funding. A quick look on the funding source shows Amazon, Google, some other ventures, and some other tech companies
- empirical approach - they want to take empirical approach to AI safety and would need some limited capable models
But both of the points above are my own speculations
Out of curiosity - what was the time span for this raise that achieved this goal/when did first start again? Was it 2 months ago?
A few thoughts from my political science classes and experience -
when people value authority more than arguments
It's probably less about "authority", but more about the desperate hope to reach stability, and the belief of unstable governments leading to instability, after many years of being colonized on the coasts, and war (ww 2 + civil war).
"Societies can be different"
is a way too compressed term to summarize the points you made. Some of them are political ideology issues, and others are resource issues, but not related to "culture" as could ...
For "prison sentencing" here, do you mean some time in prison, but not life sentencing? Also instead of prison sentencing, after increasing "reliability of being caught", would you propose alternative form of sentencing?
Some parts of 1) and most of 2) made me feel educating people on the clear consequences of the crime is important.
For people who frequently go in and out of prison - I would guess most legal systems already make it more severe than previous offenses typically, but for small crimes they may not be.
I do think other types of punishments that you have listed there (physical pain, training programs, etc) would be interesting depending on the crime.
how to punish fewer people in the first place
This seems to be hard when actual crimes (murder, violent crimes, etc.) are committed; seems to be good to figure out why they commit the crimes, and reducing that reason in the first place is more fundamental.
A side note -
We don’t own slaves, women can drive, while they couldn’t in Ancient Rome, and so on.
Seems to be a very low bar for being "civilized"
focusing less on intent and more on patterns of harm
In a general context, understanding intent though will help to solve the issue fundamentally. There might be two general reasons behind harmful behaviors: 1.do not know this will cause harm, or how not to cause harm, aka uneducated on this behavior/being ignorant, 2.do know this will cause harm, and still decided to do so. There might be more nuances but these two are probably the two high level categories. Knowing what the intent is helps to create strategies to address the issue - 1.more education? 2.more punishments/legal actions?
In my opinion, theoretically, the key to have "safe" humans and "safe" models, is "to do no harm" under any circumstances, even when they have power. This is roughly what law is about, and what moral values should be about (in my opinion)
Yeah nice; I heard youtube also has something similar for checking videos as well
It is interesting; I am only a half musician but I wonder what a true musician think about the music generation quality generally; also this reminds me of the Silicon Valley show's music similarity tool to check for copyright issues; that might be really useful nowadays lmao
On the side - could you elaborate why you think "relu better than sigmoid" is a "weird trick", if that is implied by this question?
The reason that I thought to be commonly agreed is that it helps with the vanishing gradient problem (this could be shown from the graphs).
I personally agree with your reflection on suffering risks (including factory farming, systemic injustices, and wars) and the approach to donating to different cause areas. My (maybe unpopular under "prioritizing only 1" type of mindset) thought is: maybe we should avoid prioritizing only one single area (especially collectively), but recognize that in reality there are always multiple issues we need to fight about/solve. Personally we could focus professionally on one issue, and volunteer for/donate to another cause area, depending on our knowledge, inter...
Yeah that makes sense; the knowledge should still be there, just need to re-shift the distribution "back"
Haven't looked too closely at this, but my initial two thoughts:
- child consent is tricky.
- likely many are foreign children, which may or may not be in the 75 million statistic
It is good to think critically, but I think it would be beneficial to present more evidence before making the claim or conclusion
This is very interesting, and thanks for sharing.
- One thing that jumps out at me is they used an instruction format to prompt base models, which isn't typically the way to evaluate base models. It should be reformatted to a completion type of task. If this is redone, I wonder if the performance of the base model will also increase, and maybe that could isolate the effect further to just RLHF.
- I wonder if this has anything to do with also the number of datasets added on by RLHF (assuming a model go through supervised/instruction finetuning first, and th
I find it useful sometimes to think about "how to differentiate this term" when defining a term. In this case, in my mind it would be thinking about "reasoning", vs "general reasoning" vs "generalization".
- Reasoning: narrower than general reasoning, probably would be your first two bullet points combined in my opinion
- Generalization: even more general than general reasoning (does not need to be focused on reasoning). Seems could be the last two bullet points you have, particularly the third
- General reasoning (this is not fully thought through): Now that we ta
In my observation (trying to avoid I think!), "I think" is intended to (or actually should have been used to) point out perspective differences (which helps to lead to more accurate conclusions, including collaborative and effective communication), rather than confidence. In the latter case of misuse, it would be good if people clarify "this term is about confidence, not perspective in my sentence".
True. I wonder for the average people, if being self-aware would at least unconsciously be a partial "blocker" on the next malevolence action they might do, and that may evolve across time too (even if it may take a bit longer than a mostly-good)
I highly agree with almost all of these points, and those are very consistent with my observation. As I am still relatively new to lesswrong, one big observation (based on my experience) I still see today, is disconnected concepts, definitions, and or terminologies with the academic language. Sometimes I see terminology that already exists in academia and introducing new concepts with the same name may be confusing without using channels academics are used to. There are some terms that I try to search on google for example, but the only relevant ones are f...
What would be some concrete examples/areas to work on for human flourishing? (Just saw a similar question on the definition; I wonder what could be some concrete areas or examples)
True; and they would only need to merge up to they reach a "swing state" type of voting distribution.
That would be interesting; on the other hand, why not just merge all the states? I guess it would be a more dramatic change and may be harder to execute and unnecessary in this case.
Yes, what I meant is exactly "there is no must, but only want". But it feels like a "must" in some context that I am seeing, but I do not recall exactly where. And yeah true, there may be some survival bias.
I agree it is tragedy from human race's perspective, but I think what I meant is from a non-human perspective to view this problem. For example, to an alien who is observing earth, human is just another species that rise up as a dominant species, as a thought experiment.
(On humans prefer to be childless - actually this already slowed down in many countries due to cost of raising a child etc, but yeah this is a digress on my part.)
My two cents:
- The system has a fixed goal that it capably works towards across all contexts.
- The system is able to capably work towards goals, but which it does, if any, may depend on the context.
From these two above, seems it would be good for you to define/clarify what exactly you mean by "goals". I can see two definitions: 1. goals as in a loss function or objective that the algorithm is optimizing towards, 2. task specific goals like summarize an article, planning. There may be some other goals that I am unaware of, or this is obvious elsewhere in some c...
I think that is probably not a good reason to be libertarian in my opinion? Could you also share maybe how much older were your than you siblings? If you are not that far apart, you and your siblings came from the same starting line, distributing is not going to happen in real life economically nor socially even if not libertarian (in real life, where we need equity is when the starting line is not the same and is not able to be changed by choice. A more similar analogy might be some kids are born with large ears, and large ears are favored by the society, and the large eared kids always get more candy). If you are ages apart with you being a lot older, it may make some limited sense to for your parents to re-distribute.
I am not quite sure about the writing/examples in computational kindness and responsibility offloading, but I think I feel the general idea.
For computational kindness, I think it is just really the difference in how people prefer to communicate, or making plans it seems, with the example on trip planning. I, for example, personally prefer being offered with their true thoughts - if they are okay with just really anything, or not. Anything is fine as long as that is what they really think or prefer (side talk: I generally think communicating real pref...
Ah thanks. Do you know why these former rationalists were "more accepting" of irrational thinking? And to be extremely clear, does "irrational" here mean not following one's preference with their actions, and not truth seeking when forming beliefs?
I don't understand either. If it is meant what it meant, this is a very biased perception and not very rational (truth seeking or causality seeking). There should be better education systems to fix that.
On what evidence do I conclude what I think is know is correct/factual/true and how strong is that evidence? To what extent have I verified that view and just how extensively should I verify the evidence?
For this, aside from traditional paper reading from credible sources, one good approach in my opinion is to actively seek evidence/arguments from, or initiate conversations with people who have a different perspective with me (on both side of the spectrum if the conclusion space is continuous).
I am interested in learning more about this, but not sure what "woo" means; after googling, is it right to interpret as "unconventional beliefs" of some sort?
I personally agree with you on the importance of these problems. But I myself might also be a more general responsible/trustworthy AI person, and I care about other issues outside of AI too, so not sure about a more specific community, or what the definition is for "AI Safety" people.
For funding, I am not very familiar and want to ask for some clarification: by "(especially cyber-and bio-)security", do you mean generally, or "(especially cyber-and bio-)security" caused by AI specifically?
Does "highest status" here mean highest expertise in a domain generally agreed by people in that domain, and/or education level, and/or privileged schools, and/or from more economically powerful countries etc? It is also good to note that sometimes the "status" is dynamic, and may or may not imply anything causal with their decision making or choice on priorities.
One scenario is "higher status" might correlates with better resources to achieve those statuses, and a possibility is as a result they haven't experienced or they are not subject to many near-ter...
Could you define what you mean by "correctness" in this context? I think there might be some nuances into this, in terms of what "correct" means, and under what context
Based on the words from this post alone -
I think that would depend on what the situation is; in the scenario of price increases, if the business is a monopoly or have very high market power, and the increase is significant (and may even potentially cause harm), then anger would make sense.
Thanks! I think the term duration is interesting and creative.
Do you think for the short-term ones there might be pre-studies they need to do for the exact topics they need to learn on? Or maybe could design the short-term ones for topics that can be learnt quickly and solved quickly? I am a little worried about the consistency in policy as well (for example even with work, when a person on a project take vacation, and someone need to cover for them, there are a lot of onboarding docs, and prior knowledge to transfer), but could not find a good way just yet. I will think more about these.
Amazingly detailed article covering malevolence, interaction with power, and the other nuances! Have been thinking of exploring similar topics, and found this very helpful. Besides the identified research questions, some of which I highly agree with, one additional question I was wondering is: do self-awareness of one's own malevolence factors help one to limit the malevolence factors? if so how effective would that be? how would this change when they have power?
1Interesting idea, and I think there is a possibility that the responsibility will make the "normal people" make better choices or learn more even though they do not know policy, etc in the first place.
A few questions:
- Do you think there is a situation where selected random people do not want to be in office/leadership and want to pursue their own passion/career and thus due to this reason may do a bad job? Is this mandatory?
- What are some nuances about population and diversity? (I am not sure yet)
Could you maybe elaborate on "long term academic performance"?
Agree with this, and wanted to add that I am also not completely sure if mechanistic interpretability is a good "commercial bet" yet based on my experience and understanding, with my definition of commercial bet being materialization of revenue or simply revenue generating.
One revenue generating path I can see for LLMs is the company uses them to identify data that are most effective for particular benchmarks, but my current understanding (correct me if I am wrong) is that it is relatively costly to first research a reliable method, and then run inte...
Would agree with most of the posts; To me, humans have some general shared experiences that may activate empathy related to those experiences, but the the numerous small differences in experience make it very hard to know exactly what the others would think/feel, even if in exactly the same situations. We could never really model the entire learning/experience history from another person.
My belief/additional point I want to add/urge is that this should not be interpreted as say empathy is not needed because we don't get it right anyways (I saw ...
2I think I observe this generally a lot: "as soon as those implications do not personally benefit them", and even more so when this comes with a cost/conflict of interest.
On rationality on decision making (not the seeking truth part on belief forming I guess) - I thought it is more like being consistent with their own preference and values (if we are constraining to the definition on lesswrong/sequence ish)? I have a hot take that:
- If the action space of commit to a belief is a binary choice, then when people do not commit to a belief, the degree they believ
I think the title could be a bit more specific like - "involving political party in science discussions might not be productive", or something similar. If using the word "politics", it would be crucial to define what "politics" here mean or refer to. The reason I say this is "politics" might not be just about actual political party's power dynamics, but also includes general policy making, strategies, and history that aim to help individuals in the society, and many other aspects. These other types of things included in the word "politics" is crucial...
Ahh I see! Thanks for the reply/info