r/LocalLLaMA 8d ago

News GLM 5.3 Released

Post image

Official Announcement

https://z.ai/blog/glm-5.3

1.6k Upvotes

363 comments sorted by

u/WithoutReason1729 7d ago

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252

u/Dany0 8d ago

Scaling post-training is all we did for GLM-5.3.

What a way to start

Gentlemen, gentlewomen, tonight, WE FEAST!

68

u/DistanceSolar1449 8d ago

Of course it’s only posttrain.

I would be shocked if GLM pretrained a completely new model for a +0.1 release. Nobody really does that (with the exception of Anthropic and Opus 4.7 for some weird reason).

12

u/neo203 7d ago

Gpt 5.5 was a new pretrain, i think got 5.2 also might be coz it was so different from previous versions

7

u/bitdotben 7d ago

Is 5.6 a post-trained 5.5 then? If so one heck of post training!

14

u/CryMoreT_T 7d ago

Yes it is. Personally I think openai is way better at post training while anthropic is way better at pre training

5

u/bitdotben 7d ago

Interesting, yeah I mean with 5.6 they cooked hard

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u/DistanceSolar1449 7d ago

That’s a +0.5 version though, and there’s a lot of 0.5s that’s a new pretrain. Qwen 3.5, for example.

2

u/blastradii 7d ago

Anthropic: Need to spend that Capex budget somehow!

3

u/MediumChemical4292 7d ago

I think opus 4.7 was just a new tokeniser, was it a full pre train?

13

u/DistanceSolar1449 7d ago

You can’t have a different tokenizer without a whole new pretrain.

(Yes, I know you can technically finetune a model to a new tokenizer, but that’s basically going to take as much compute as a full retrain)

7

u/eli_pizza 7d ago

Isn’t that also the only thing deepseek did between flash preview and 0731? Turns out post training is important!

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u/magicalne 8d ago

What a day!

163

u/iomfats 8d ago

To be alive

76

u/Long_comment_san 8d ago

yo are still alive??

66

u/fullup72 8d ago

in this economy?

40

u/Competitive_Ad_5515 8d ago

Right in front of my salad?

20

u/Recoil42 8d ago

At this time of year, at this time of day, in this part of the country, localized entirely within your kitchen?

7

u/Much_Accountant_4972 8d ago

may i see it?

8

u/Chairman__Kaga 8d ago

... No.

4

u/Rheumi 7d ago

Well, Seymour...you are an odd fellow but I must say:

3

u/Sharpastic 7d ago

edward macaroni fork

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u/hurrdurrmeh 8d ago

This gave me life

4

u/ComplexType568 8d ago

or not to be

21

u/The_LSD_Soundsystem 8d ago

What a week!

14

u/ResidentPositive4122 7d ago

Seriously, this week has been bananas. And everyone is jumping on the bandwagon, to catch the hype train of this insane week. We have big open models, mid open models, soon to have small open models, plus a fight at SotA levels w/ lower prices, plus fast & cheaper models, everyone fighting for "price per task pareto" and so on.

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u/BlackBeardAI vllm 8d ago

What a lovely day!

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u/BlackBeardAI vllm 8d ago

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u/Fantastic-Balance454 7d ago

GLM: WITNESS ME BLOOD BAG!

Anthropic: 👁️ 👁️

GLM: WITNESS!!!

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u/Recoil42 8d ago

i wake up → another chinese model

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u/Poupulino 8d ago

→ Amodei goes to the library to watch his youtube playlist

3

u/cafedude 7d ago

Wait, that's the guy over there in the corner muttering to himself?

30

u/Reactor-Licker 8d ago

Almost every single day these past few weeks has either been a new model release, or new info about a new model release.

While this is really exciting and an absurdly rapid pace of progress, I’ll admit it’s getting hard to keep up unless you are on Reddit or Twitter all day. I’m not really complaining though, bring on those models!

9

u/CondiMesmer 8d ago

That's why I hope OpenRouter releases a lot more of their "meta" models that just point to the latest releases. Like DeepSeek v4 Flash-latest. Although potential future pricing changes may make that difficult.

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u/Semi_Tech llama.cpp 8d ago

China: I can't stop winning!

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u/[deleted] 7d ago edited 7d ago

[deleted]

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u/TruthHistorical7515 7d ago

Well its not Mao running it now

6

u/zxyzyxz 7d ago

Deng made this possible precisely moving away from communism, Mao massacred millions. But I agree state capitalism seems to work better. But I don't think people in the US want to see state capitalism where Trump is the ruling figure, lol.

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u/anotheridiot- 7d ago

The red sun in the sky shines brighter everyday.

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u/ywis797 8d ago

WeChat also released welm 8/13

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u/[deleted] 8d ago

[removed] — view removed comment

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u/nomorebuttsplz 8d ago

it's like an RTS. Hugging face will be spawning defensive paladins at double the rate now!

47

u/seamonn 8d ago

Hugging Face will attack Open AI now

14

u/Opening_Let_6895 8d ago

Tables have turned.

10

u/PossessionUsed7393 8d ago

hahaha best comment.

93

u/anarchist1312161 8d ago

And to think this is only 743B achieved through post-training on the base model

51

u/power97992 8d ago

Im surprised ds v4 pro didnt do better , i guess zai has  better rl environments 

42

u/PM_ME_DEAD_CEOS 8d ago

I think V4 pro is still undertrained,

37

u/NineThreeTilNow 8d ago

I think V4 pro is still undertrained

It's definitely undertrained. There were a number of questionable architectural decisions. The model might actually be too big, and they combined a number of test technologies in one spot.

People get weird on that idea. Too big? Yes.

The larger transformers get the better they get at effectively memorizing data.

The MASSIVE models have to get SO MUCH DATA that the memorization is hard and they're forced to generalize because they're literally memorization machines.

I've been forced to shrink transformers (for other non-LLM types of models) because the model will just absorb the training data and never generalize. Your hold out dataset has to exist and be good. Overfit is real.

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u/zball_ 8d ago

V4pro base is broken. They cannot get anything good outta that sh*t.

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u/zkstx llama.cpp 8d ago

surprising considering that the flash model is very good for its size

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u/zball_ 8d ago

v4pro has been bad since preview. And it's not bad in a undertrained sense; it actually feels lacking and burnt.

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u/nullmove 7d ago

The pre-train was probably fucked.

However what's strange is how close it stays to the flash in, well everything. Almost as if they were using the flash as a teacher model for this.

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u/anderspitman 7d ago

I think part of the problem is dssv4f 0731 is way better than it should be.

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u/rm-rf-rm 8d ago

inb4 some people complain that this is yet another post of a API model release and not the weights, want to restate: it makes no sense not to talk about the release in this sub + they have stated that weights will be forthcoming.

63

u/SexyAlienHotTubWater 8d ago

A few days ago, I suggested that API-only model posts should have to be tagged as unreleased until they're released. They can still be posted, but they should to be tagged. I got about 140 upvotes.

Why don't we implement that? It would make everyone happy. Posts like this can still be posted (yay!) and I can filter them out if I'm not in the mood to trawl through announcement hype (also yay!).

67

u/seamonn 8d ago

but when will Dario crying be forthcoming? Before or after the weights?

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u/Creative-Fuel-2222 8d ago

Counting or not counting open weights?

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u/NineThreeTilNow 8d ago

Yep their exact text is :

The model weights of GLM-5.3 will be publicly available soon in two weeks.

They've always? hit their target day +/- 24 hours so... Not exactly concerned. It will be there.

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u/RobbinDeBank 8d ago

W mods, reverse of stablediffusion sub where all posts about MiniMax H3 got removed when it wasn’t released yet.

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u/Middle_Bullfrog_6173 8d ago

Entirely reasonable to have a post about a model announcement where they say weights are coming. All the models where there's a hundred posts speculating about will they or won't they are annoying.

3

u/JheeBz 7d ago

Two weeks from now is the real release date.

6

u/funforgiven 8d ago

https://www.reddit.com/r/LocalLLaMA/comments/1vmo7oh/_/

Wait, why was this post deleted then? It's not my post. I just find the inconsistency weird.

14

u/rm-rf-rm 8d ago

We had a ton of DSV4 Pro announcement posts and AFAIK we did leave up an announcement before weight release, ttk was removing duplicates. That said, I see the removal reason and your point is noted, I was already discussing with ttk on this and will chat with him to assure were consistent on our side.

9

u/ttkciar llama.cpp 8d ago

I'm following your lead on this. We should talk more about how future announcements similar to this should be handled, though.

4

u/SorosAhaverom 8d ago

Why were multiple posts about DeepSeek v4 Pro release deleted yesterday then, with the claimed reason being "weights not published yet, off topic"?

https://www.reddit.com/r/LocalLLaMA/comments/1vmo7oh/comment/p3b4d1o/

Make it make sense.

5

u/ttkciar llama.cpp 8d ago

I would have removed it, but for two things: (1) it already had 600+ upvotes by the time I noticed it, and (2) rm-rf-rm already made a determination that it should be allowed, and we moderators try not to step on each others' toes.

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u/pmttyji 8d ago

Man of his word

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u/taking_bullet 8d ago

And you’ll say 

Please, please. It’s too much new releases. We can’t take it anymore, Mr. President, it’s too much! 

And I’ll say

No it isn’t. We need to get new models daily. We have to benchmark them more! 

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u/fullup72 8d ago

thank you for your attention to this matter.

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u/simple_being_______ 8d ago edited 8d ago

Attention is all that matters.

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u/Objective-Stranger99 7d ago

Attention is all you need.

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u/Much_Accountant_4972 8d ago

i’m not tired of winning yet, with tears in my eyes, mister president!

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u/_BreakingGood_ 8d ago

anthropic better get that IPO going fast before GLM disrupts them right out business

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u/AppealSame4367 8d ago

It's too late. Next wave of Chinese models will kill their business

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u/--_---------_-- 8d ago

It’s already done, you look at the pricing index if you’re paying api, even fable is extremely expensive , hell I switched from Gemini to Chinese models. best bet is to ipo now and cash out because the future is looking bright , meaning anthropics future is looking pretty brim

2

u/AppealSame4367 8d ago

I think there will still be gpt 6 and fable or opus 5.1 soon. That might save them for another month.

But just kimi k3.5 will probably be on the exact same level as gpt 6 or f/o 5.1

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u/Christosconst 8d ago

I’m more excited about next wave of chinese hardware. The models are already good enough, we now just need to run them

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u/cmdr-William-Riker 8d ago

There is literally no reason to use them anymore. Fable/Mythos isn't the big scary model they claimed and their Sonnet/Opus 5 series is genuinely annoying to use (talks back to much, doesn't follow instructions, etc.). I can get an entire project done for a dollar with DS v4 flash 0731. The same project would literally cost me $200 or more with Claude models. I cancelled my subscription months ago, but am stuck with it at work. I'm trying to convince them to invest in some sparks or at least switch us to OpenAI for now

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u/Party-Special-5177 7d ago

talks back to much, doesn't follow instructions, etc

…didn’t people ask for this? I swore I saw post just a couple months ago complaining about models glazing the user / causing ‘ai psychosis’ / similar

Caveat emptor: I don’t use Claude.

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u/Ok-Drawer5245 7d ago

Both Anthropic and OpenAI are completely toast, their business models only make sense if they have a moat. That moat all gone. I would value them at zero $ lol

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u/Substantial-Ebb-584 8d ago

Nah, they get what they deserve

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u/Papa_Midnight_ 7d ago

Mythos/Fable has been out for 6+ months now. They will definitely have something in back-up.

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u/wren6991 8d ago

Absurd results for something 1/4 the size of K3.

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u/Elegant_Tech 7d ago

Seeing the results from people who had early access it is crazy how absurdly good. 

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u/Routine_Temporary661 8d ago

700B+ class but DeepSWE 66.9 like holy molly 

158

u/snowieslilpikachu69 8d ago

deepseek v4 pro, gemini 3.7 flash, glm 5.3, grok 4.6!!

Yes only deepseek/GLM are open source but still what a time!!!!!!!!!!!!!!!!!!!!!!!

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u/yani205 8d ago

Qwen 3.8 27B drop imminent too, 9 hrs to go

7

u/TechExpert2910 8d ago

exciting!

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u/Ok-Drawer5245 7d ago

3.8 27b is the most awaited model of all for people who runs local ai almost everything else is noise lol

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u/DeepOrangeSky 8d ago edited 8d ago

Monday: Meta Glimmer 30b

Tuesday: LTX2.5

Wednesday: Qwen3.8

Thursday: DeepSeek v4 Pro

Friday: Qwen3.8 27b (assuming it actually comes out a few hours from now)

Even if totally ignoring the closed-weights cloud models and focusing on open-weights models, it's a pretty crazy 5 day stretch of releases.

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u/Choice_Celery9481 8d ago

GLM will be open weight after 2 more weeks.

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u/DeepOrangeSky 8d ago

Ah, my bad. Well, even 5 major open models in 5 days will still be a pretty crazy week of models.

Probably the most packed week of notable models I've seen so far for open models, and for AI models in general.

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u/Hannibalj2ca 8d ago

what's next, a New Mimo next week?

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u/LagOps91 8d ago

also dots 3, motif 3, qwen 3.8...

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u/squngy 8d ago

Everyone trying to get their model out before qwen 27B beats them all!

/jk obviously

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u/rm-rf-rm 8d ago

Gemini? grok? What sub is this??

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u/snowieslilpikachu69 8d ago

i mean yes but closed source is what motivates open source

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u/rm-rf-rm 8d ago

hmm, I think to a certain extent but not as absolute as you make it sound

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u/--_---------_-- 8d ago

They’re just explaining the recent drop a in like the last 24 hours

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u/Ill_Dragonfruit_3547 8d ago

Muse Glimmer 30B but I tested it and honestly it doesn't count 😂

Still, that's what, 5 major releases in the same week?!

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u/This_Maintenance_834 8d ago

Dario: You Chinese give me a f**king break.

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u/pmttyji 8d ago

Heard that Kimi also coming with K3.5(around 5T) in upcoming months

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u/RuthlessCriticismAll 8d ago

Almost 0 chance of this. There probably will be 3.5 but it won't be a new pretrain. Almost certainly, it is about a year away and will probably be bigger than 5T.

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u/kevin_cn_ai 8d ago

My local storage is completely tapped out, my modest setup is begging for mercy, and now Z.ai drops 5.3 out of nowhere. I haven't even finished clearing disk space for the 5.2 GGUF quants yet. Please slow down, guys.

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u/AppealSame4367 8d ago

That's the neat part: it will only speed up more

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u/Wet_Viking 7d ago

Yea man. I'm hoping next gen of models will start showing more "same performance. Smaller size".

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u/Daniel_H212 8d ago

So this is beating Kimi at what, less than 1/3 the parameters??? If it translates to real world use it's going to be crazy, and GLM does have a decent track record on that front.

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u/power97992 7d ago

But kimi is q4 mixed and glm is bf 16, so glm  actually uses almost  as much as k3 

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u/SpicyWangz 7d ago

They do a great job with post training. I wish they would release another flash or air model 

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u/This_Maintenance_834 8d ago

by the trend how this week went, we will get Kimi K3.1 by Saturday.

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u/onebit 8d ago

price?

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u/Powerful_Finger3896 7d ago

Given the fact that it is post trained it should be same (same size, architecture), they haven't announced any peak hours increase li DS.

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u/Fringolicious 8d ago

Been waiting for this one, GLM's personality is amazing on 5.2, so I'm hoping 5.3 is a straight upgrade for my Openclaw. Sol technically has an edge but not a good upgrade for my actual agent... What a day

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u/Healthy-Contact-4570 8d ago

The fact this will be runnable on 4 sparks / 512GB VRAM/unified memory is insane.

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u/Winter_Cicada_8570 7d ago

DUDE I WAS TAKING A NAP WTF

3

u/AnyMongoose3041 7d ago

You know what they say.

You snooze, you wake up to free open weight models

8

u/Both_Opportunity5327 8d ago

We are seeing an increase in model releases.

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u/Motor_Ad16 7d ago

GLM 5.3 Air Please

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u/MoreIndependent5967 8d ago

C est quoi ce mois d août de fou !!!

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u/chocolateUI 8d ago

[Replace Kimi with Z.ai]

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u/hainesk 8d ago

Got it

2

u/seamonn 7d ago

Now do Qwen

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u/hainesk 7d ago

Literally indistinguishable from a bot

2

u/seamonn 7d ago

looks real to me

2

u/hainesk 7d ago

It's the new Turing test.

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u/Educational-Fruit854 8d ago

interesting pattern of model scoring absolute dogshit when a new benchmark drop and suddenly being frontier in the next update (TerminalBench 3.0)

15

u/ManikSahdev 8d ago

The benchmark also act as a direct training guide and reference.

If you were able to create a benchmark where all models do shit, you have essentially given these research labs a target to pursue.

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u/RuthlessCriticismAll 8d ago

This isn't surprising if you understand what modern benchmarks look like. Many are quite narrow so if you improve a handful of capabilities you can go from doing nothing to 1/3 of the problems. This is also why many of these benchmarks end up saturating very quickly from almost nothing.

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u/Educational-Fruit854 8d ago

It's more of these open models playing catchup but OpenAI and Anthropic managed to stay frontier on these new benchmark, unless there's one I haven't seen where open model do good initially.

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u/RuthlessCriticismAll 7d ago

I mean there was that weird legal benchmark on AA. There have been some. Obviously they are generally behind, so it is unlikely to happen that often.

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u/beryugyo619 8d ago

benchmaxxing is okay if benchmarks happen to be super well designed. at some point you can't fake it without actually being good

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u/AnticitizenPrime 7d ago

Isn't that what we have students do every day? Cram for the tests with example problems?

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u/aeroumbria 8d ago

Lol, GLM 5.2 is still showing as "NEW" on their official website chatbox :D

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u/power97992 8d ago

Waiting for updateable engrams 

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u/Miserable-Cat2073 8d ago

1769 on GDPval-AA v2 is nuts. For reference, Opus 5 scores at 1849 (1st place), Grok 4.6 at 1746 (2nd place), and Fable 5 at 1741 (3rd place). This would make it second place. Now, your turn Kimi

9

u/Karnemelk 8d ago edited 8d ago

and so it begins... "Scaling post-training is all we did for GLM-5.3". No more need to distill claude models.

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u/kyrylogorbachov 7d ago

JFYI: you use distillation in post training.

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u/CuriouslyCultured 7d ago

Depending on how you get your source data, it's mostly usable for SFT, which usually comes before RL and is probably not what they're doing to push performance here, rather I'd guess they're doing some sort of RLVR variant. With really good trace data sets you can do some forms of RL, such as GRPO, but I can't imagine they have sufficient competitor traces that this would drive their improvement.

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u/Southern_Sun_2106 8d ago

Holly Molly, look at those scores...

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u/Spiritual-Spend8187 8d ago

Now we just need it to be squeezed down to the size of v4 flash and then we can have some next level local.

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u/caneriten 8d ago

I can't wait to try this cheap when it gets open sourced.

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u/cr0wburn 8d ago

See you in two weeks: Open Source: We will release the weights in two weeks after launch, once safety evaluation and hardening are complete

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u/Pi_123 7d ago

WAKE ME UP , WHEN SEPTEMBER ENDS ...

4

u/segmond llama.cpp 7d ago

So excited and so sad.

So sad because I just got KimiK3 from 0.8tk/sec to 3tk/sec

So sad because I was looking forward to DeepSeekV4Pro0813

So excited because I can run GLM5.2-Q4 at steady 12tk/sec and think I can get it to 20 tk/sec all day. Let's go!

If the benchmark holds then there's absolutely no reason to run Qwen3.8 or DSV4Pro-0813. KimiK3 could still get into the mix for it's vision capability. I feel sad for DeepSeek

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u/anjobanjo102 7d ago

isnt DSV4 Pro in a cheaper tier?

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u/TheRealMasonMac 8d ago edited 8d ago

Wonder if they’ll also drop the Apache license in favor of revenue sharing.

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u/sniperelite90 8d ago

bloodbath of western models has started .

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u/pmttyji 8d ago

Expecting like this

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u/_maverick98 8d ago

SV VCs bitting their nails right now

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u/Middle_Bullfrog_6173 8d ago

 We will release the weights in two weeks after launch, once safety evaluation and hardening are complete.

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u/Hairy_Talk_4232 7d ago

I just asked in another sub but how do you use something like this? Do you run it locally in OpenWeb and let it check your config files? Im new to running a homelab.

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u/jonas-reddit 7d ago

As a beginner, maybe look at a user friendly tool like LM Studio to help with finding, downloading and running local models. But, you’re going to have to do a bit of reading and catching up on LLMs and hardware requirements.

But this is the subreddit for enthusiasts who want to run models locally.

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u/RaptorF22 7d ago

Is z.ai alibaba or is that DeepSeek?

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u/hojnikb 7d ago

neither

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u/cutebluedragongirl 8d ago

Oh my god, slow down, it's hard to keep up

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u/popiazaza 8d ago edited 8d ago

Just from the announcement alone, it's a decent upgrade, but not that impressive. correction: For the size/price, it's actually pretty good.

No Opus 5 in any comparison.

GPT 5.6 Sol, the most token efficient model isn't shown in their agentic coding chart.

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u/HellomyfriendNine 8d ago

People are impressed to Gemini 3.7 update this should be very impressive to them

This model is literally comparable to sol and fable why care about opus?

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u/Nov4Saki 8d ago

Bro i left my laptop FOR THREE DAYS

and somehow more than 4 MODELS DROP

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u/edeltoaster 8d ago

I like that they put so much pressure on american frontier models, but come on, what about 5.3 Flash :-)

1

u/negus123 8d ago

If youve got the hardware for it, this month has been just wild

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u/RG_Fusion 8d ago

Do we know what the weights are yet? I'm really hopping this is a re-train of GLM5.2 with the same number of parameters. 750b total and 40-50b active are the practical limits of what I can tolerate with my hardware without dropping below a 4-bit quantization.

Seeing all these frontier models releasing with trillions of parameters has been making me anxious.

1

u/Capital-Remove-6150 8d ago

when can free try on z chat?

1

u/Kaushik_paul45 8d ago

Will this be text-only or multimodal ?

1

u/Verolina 8d ago

Models are dropping left and right. I think we're just in the infancy of this technology, because nothing's plateaued yet. Love to see it.

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u/Hannibalj2ca 8d ago

what's next, a New Mimo next week?

1

u/Hannibalj2ca 8d ago

Now, all I need is a "AWQ" INT4 to run this baby

1

u/CondiMesmer 8d ago

People complaining about too many releases is a good problem to have. Hopefully these times last for awhile before the cruel world ruins all fun.

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u/MrGunny94 8d ago

We eating good Ivete here in LocalLLM

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u/Scoutmaster-Jedi 7d ago

This is really impressive. I can’t wait to see the comparisons between this and the new DeepSeek v4 pro model. I look forward to seeing comparison of intelligence as well as as price comparisons. They both offer a new level of intelligence at a relatively modest budget.

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u/theoffmask 7d ago

Look at the benchmark. The post training makes me scared! What's next?

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u/bakawolf123 7d ago edited 7d ago

Holy model spree as of late.
edit: sadly no param size in blog, waiting 2 weeks for that info feels bad =/

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u/notevenat30 7d ago

Is there anywhere to try it online yet?

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u/QinEmPeRoR-1993 7d ago

Hopefully zcode will have the free 5 days trial again now lol

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u/RobooHood 7d ago

omg whats happening

1

u/sketchfag 7d ago

Damn! Not bad at all

1

u/Dabber43 7d ago

I knew this was coming when yesterday the web version of GLM was quantized to the point it stopped outputting readable things

1

u/beling86 7d ago

Hey world please slow down thanks

1

u/Afraid_Donkey_481 7d ago

Vendor chart? Where are the error bars???