Comment Re:Meanwhile, back at the benchmarks (Score 1) 20
("It actually makes RAM needs worse" -> "MoEs actually make RAM needs worse")
("It actually makes RAM needs worse" -> "MoEs actually make RAM needs worse")
It actually makes RAM needs worse than a dense model, for a given quality.
That said, inference techniques like FreeToken are improving MoE swapping performance, so it's not as bad as it once was. Honestly, I would not be at all surprised if we start doing training in a swap-aware manner, where expert cache misses count as loss and models can queue experts to start loading before they're needed. Could even train in two tiers of loading - RAM and disk. Wouldn't that be great? Could run multi-terabyte models on consumer hardware. Training would tend to tend to concentrate key logic and reasoning on small number of very active experts, mixed reasoning/knowledge on less common experts that are usually kept in RAM, and rarer knowledge on experts that usually remain on-disk until needed.
There are well known, reputable abliterators on HuggingFace.
Also, censorship usually (not always) is something you care about for chats, not agentic work.
A
It's big, but not good for its size. They're using tricks to pretend that they're better than they are. For example, compare the numbers that they list for the competion on DeepSWE up against the actual DeepSWE scores.
Not cool, Mistral.
Artificial Analysis is overrated, but yes, Mistral is playing fast and loose with their claims.
It takes one hell of a toll to try to do verbal exams 1:1 on students to evaluate them.
Nobody said "verbal exams 1:1".
The only thing that is required is that they be separated from their computers and their phones.
@echo off
if "%~1"=="" (
echo Usage: %~nx0 filename
exit/b 1
)
type "%~1"
Well, initial stupidity can come at a very high price.
Yes. Funny thing: There is a regulatory requirement here for any financial service provider here to have a cloud replacement strategy. That includes cloud providers. Would be a good thing for everybody to have that, but people are stupid, full of themselves and greedy.
I would have though that by now they are all gone. Probably those left are the ones that stupidly painted themselves into a corner and never thought about exist strategies.
Nobody, I repeat, nobody who uses AI is going to see "OpenAI adding watermarks" and think, "Oh, I better use AI more, especially OpenAI".
And nobody, I repeat, nobody who doesn't use AI is going to see "OpenAI adding watermarks" and think, "Oh, I better use AI more, now that it'll be easier to see that what I did is made by AI."
It is not "an advertisement of the power of the technology". It's a regulation forced on them by the EU's AI Act, which neither companies nor users want.
Nature, to be commanded, must be obeyed. -- Francis Bacon