Earlier quoted context omitted.
I agree that for any given test, you could build a specific pipeline to optimize for that test. I supposed that's why it is helpful to have many tests. However, many people have worked hard to optimize tools specifically for ARC over many years, and it's proven to be a particularly hard test to optimize for. This is why I find it so interesting that LLMs can do it well at all, regardless of whether tests like it are…
The real strength of current neural nets/transformers relies on huge datasets. ARC do not provide this kind of dataset, only a small public one and a private one where they do the benchmarks. Building your own large private ARC set does not seem too difficult if you have enough resources.
Gemini 3
561–570 of 1001 posts
Re: Gemini 3
#562My favorite benchmark is to analyze a very long audio file recording of a management meeting and produce very good notes along with a transcript labeling all the speakers. 2.5 was decently good at generating the summary, but it was terrible at labeling speakers. 3.0 has so far absolutely nailed speaker labeling.
My audio experiment was much less successful — I uploaded a 90-minute podcast episode and asked it to produce a labeled transcript. Gemini 3: - Hallucinated at least three quotes (that I checked) resembling nothing said by any of the hosts - Produced timestamps that were almost entirely wrong. Language quoted from the end of the episode, for instance, was timestamped 35 minutes into the episode, rather than 85 minute…
Something like
1.) Split audio into multiple smaller tracks. 2.) Perform first pass audio extraction 3.) Find unique speakers and other potentially helpful information (maybe just a short summary of where the conversation left off) 4.) Seed the next stage with that information (yay multimodality) and generate the audio transcript for it
Obviously it would be ideal if a model could handle the ultra long context conversations by default, but I'd be curious how much error is caused by a lack of general capability vs simple context pollution.
Re: Gemini 3
#563What useful thing can it demonstrably do that its predecessors couldn't?
Re: Gemini 3
#564Out of curiosity, I gave it the latest project euler problem published on 11/16/2025, very likely out of the training data Gemini thought for 5m10s before giving me a python snippet that produced the correct answer. The leaderboard says that the 3 fastest human to solve this problem took 14min, 20min and 1h14min respectively Even thought I expect this sort of problem to very much be in the distribution of what the mo…
Re: Gemini 3
#565Re: Gemini 3
#566Earlier quoted context omitted.
Why should the collective of voters be any more of a moral entity than the collective of people who make up a corporation (which you may include its shareholders in if you want)? It’s perfectly valid to criticize corporations for their actions, regardless of the regulatory environment.
> Why should the collective of voters.. They're accountable as individuals not as a collective. And it so happens, they are responsible for their government in a democracy but corporations aren't responsible for running countries. > It’s perfectly valid to criticize corporations for their actions, regardless of the regulatory environment. In the free speech sense, sure. But your criticism isn't founded on solid groun…
Re: Gemini 3
#567Re: Gemini 3
#568Well, I tried a variation of a prompt I was messing with in Flash 2.5 the other day in a thread about AI-coded analog clock faces. Gemini Pro 3 Preview gave me a result far beyond what I saw with Flash 2.5, and got it right in a single shot.[0] I can't say I'm not impressed, even though it's a pretty constrained example. > Please generate an analog clock widget, synchronized to actual system time, with hands that upd…
The subtle "wiggle" animation that the second hand makes after moving doesn't fire when it hits 12. Literally unwatchable.
Re: Gemini 3
#569Earlier quoted context omitted.
This is an understandable, but simplistic way of looking at the world. Are you also gonna blame Apple for mining for rare earths, because they made a successful product that requires exotic materials which needs to be mined from earth? How about hundreds of thousands of factory workers that are being subjected to inhumane conditions to assemble iPhones each year? For every "OMG, internet is filled with ads", people a…
I dont think your comment justifies calling out any form of simplistic view. It doesnt make sense. All the big players are bad. They"re companies, their one and only purpose is to make money and they will do whatever it takes to do it. Most of which does not serve human kind.
Re: Gemini 3
#570Earlier quoted context omitted.
This is an understandable, but simplistic way of looking at the world. Are you also gonna blame Apple for mining for rare earths, because they made a successful product that requires exotic materials which needs to be mined from earth? How about hundreds of thousands of factory workers that are being subjected to inhumane conditions to assemble iPhones each year? For every "OMG, internet is filled with ads", people a…
Yes, we're absolutely holding Apple accountable for outsourcing jobs, degrading the US markets, using slave and child labor, laundering cobalt from illegal "artisanal" mines in the DRC, and whitewashing what they do by using corporate layering and shady deals to put themselves at sufficient degrees of separation from problematic labor and sources to do good PR, but not actually decoupling at all. I also hold American…