38

"Notably, O3-MINI, despite being one of the best reasoning models, frequently skipped essential proof steps by labeling them as "trivial", even when their validity was crucial."

you are viewing a single comment's thread
view the rest of the comments
[-] pennomi@lemmy.world 2 points 2 weeks ago

LLMs are a lot more sophisticated than we initially thought, read the study yourself.

Essentially they do not simply predict the next token, when scientists trace the activated neurons, they find that these models plan ahead throughout inference, and then lie about those plans when asked to say how they came to a conclusion.

[-] swlabr@awful.systems 25 points 2 weeks ago* (last edited 2 weeks ago)

You didn't link to the study; you linked to the PR release for the study. This and this are the papers linked in the blog post.

Note that the papers haven't been published anywhere other than on Anthropic's online journal. Also, what the papers are doing is essentially tea leaf reading. They take a look at the swill of tokens, point at some clusters, and say, "there's a dog!" or "that's a bird!" or "bitcoin is going up this year!". It's all rubbish dawg

[-] bitofhope@awful.systems 18 points 2 weeks ago

To be fair, the typesetting of the papers is quite pleasant and the pictures are nice.

[-] froztbyte@awful.systems 10 points 2 weeks ago

they gotta make up for all those scary cave-wall pictures somehow

[-] swlabr@awful.systems 9 points 2 weeks ago

It's an anti-fun version of listening to dark side of the moon while watching the wizard of oz.

[-] pennomi@lemmy.world 1 points 2 weeks ago

Fair enough, you’re the only person with a reasonable argument, as nobody else can seem to do anything other than name calling.

Linking to the actual papers and pointing out they haven’t been published to a third party journal is far more productive than whatever anti-scientific bullshit the other commenters are doing.

We should be people of science, not reactionaries.

[-] froztbyte@awful.systems 23 points 2 weeks ago* (last edited 2 weeks ago)

your argument would be immensely helped if you posted science instead of corporate marketing brochures

[-] scruiser@awful.systems 18 points 2 weeks ago* (last edited 2 weeks ago)

This isn't debate club or men of science hour, this is a forum for making fun of idiocy around technology. If you don't like that you can leave (or post a few more times for us to laugh at before you're banned).

As to the particular paper that got linked, we've seen people hyping LLMs misrepresent their research as much more exciting than it actually is (all the research advertising deceptive LLMs for example) many many times already, so most of us weren't going to waste time to track down the actual paper (and not just the marketing release) to pick apart the methods. You could say (raises sunglasses) our priors on it being bullshit were too strong.

[-] swlabr@awful.systems 15 points 2 weeks ago
[-] self@awful.systems 13 points 2 weeks ago

you got banned before I got to you, but holy fuck are you intolerable

We should be people of science, not reactionaries.

which we should do by parroting press releases and cherry picking which papers count as science, of course

but heaven forbid anyone is rude when they rightly tell you to go fuck yourself

[-] Soyweiser@awful.systems 8 points 2 weeks ago* (last edited 2 weeks ago)

reactionaries

So, how does any of this relate to wanting to go back to an imagined status quo ante? (yes, I refuse to use reactionary in any other way than to describe politcal movements. Conservatives do not can fruits).

E: I see i got a downvote, ow god do we have tankies?

[-] froztbyte@awful.systems 3 points 2 weeks ago

nah I think it just sits weirdly with people (I can see what you mean but also why it would strike someone as frustrating)

[-] Soyweiser@awful.systems 3 points 2 weeks ago* (last edited 2 weeks ago)

Yeah, I know, it is a personal thing from me. I have more of those, think it isn't helpful to use certain too general terms in specific cases as then you cast a too wide net. I fun at parties. (It is also me poking fun at how the soviets called everybody who disagreed with them a reactionary)

[-] V0ldek@awful.systems 23 points 2 weeks ago* (last edited 2 weeks ago)

read the study yourself

  • > ask the commenter if it's a study or a self-interested blog post
  • > they don't understand
  • > pull out illustrated diagram explaining that something hosted exclusively on the website of the for-profit business all authors are affiliated with is not the same as a peer-reviewed study published in a real venue
  • > they laugh and say "it's a good study sir"
  • > click the link
  • > it's a blog post
[-] Soyweiser@awful.systems 16 points 2 weeks ago

I wonder if they already made up terms like 'bloggophobic' or 'peer review elitist' in that 'rightwinger tries to use leftwing language' way.

[-] bitofhope@awful.systems 22 points 2 weeks ago

Essentially they do not simply predict the next token

looks inside

it's predicting the next token

[-] froztbyte@awful.systems 15 points 2 weeks ago

every time I read these posters it's in that type of the Everyman characters in the discworld that say some utter lunatic shit and follow it up with "it's just [logical/natural/obvious/...]"

[-] o7___o7@awful.systems 9 points 2 weeks ago

Stands to reason

[-] pennomi@lemmy.world 1 points 2 weeks ago

Read the paper, it’s not simply predicting the next token. For instance, when writing a rhyming couplet, it first plans ahead on what the rhyme is, and then fills in the rest of the sentence.

The researchers were surprised by this too, they expected it to be the other way around.

[-] bitofhope@awful.systems 18 points 2 weeks ago

Oh, sorry, I got so absorbed into reading the riveting material about features predicting state name tokens to predict state capital tokens I missed that we were quibbling over the word "next". Alright they can predict tokens out of order, too. Very impressive I guess.

[-] froztbyte@awful.systems 15 points 2 weeks ago* (last edited 2 weeks ago)

first plans ahead

predict

to declare or tell in advance; prophesy; foretell;

ahead

Strongest matches: advanced; along; before; earlier; forward

stop prompting LLMs and go read some books, it'll do you a world of good

[-] froztbyte@awful.systems 15 points 2 weeks ago

nothx, I can find better fiction on ao3

[-] pennomi@lemmy.world 1 points 2 weeks ago

Aw, you can’t handle a little science so you decide to throw insults instead.

[-] froztbyte@awful.systems 15 points 2 weeks ago

pray forgive, fair poster, for the shame I have cast upon myself in the action of doubting the Most Serious Article so affine to yourself - clearly a person of taste and wit, and I deserve the ire and muck resultant

wait... wait, no, sorry! got those the wrong way around. happens all the time - guess I tried too hard to think like you.

[-] dgerard@awful.systems 14 points 2 weeks ago

the user who cannot read has been guided to go not read elsewhere

[-] vane@lemmy.world 9 points 2 weeks ago

This study is bullshit, because they only trace evaluations and not trace training process that align tokens with probabilities.

[-] froztbyte@awful.systems 12 points 2 weeks ago

remember, if we look too closely at the magic box, ~~we might notice how we've been fooled~~ the box will stop magicing for us!

[-] vane@lemmy.world 5 points 2 weeks ago

Well, every civilisation needs it's prophets. Our civilisation built prophet machines that will kill us. We just didn't get to the killing step yet.

[-] froztbyte@awful.systems 10 points 2 weeks ago

yeah but see, these grifters all heard it as "every civilisation needs its profits". just a shame they suck at that too

[-] vane@lemmy.world 4 points 2 weeks ago

No prophet worked for free and they were always near the rullers and near big money. The story repeats itself, just the times are different and we can instant message with each other.

[-] sc_griffith@awful.systems 7 points 2 weeks ago

this is credulous bro did you even look at the papers

this post was submitted on 07 Apr 2025
38 points (100.0% liked)

TechTakes

1804 readers
79 users here now

Big brain tech dude got yet another clueless take over at HackerNews etc? Here's the place to vent. Orange site, VC foolishness, all welcome.

This is not debate club. Unless it’s amusing debate.

For actually-good tech, you want our NotAwfulTech community

founded 2 years ago
MODERATORS