Where to find me
Orcgirl26.newgrounds.com
Get bent staff.

No title available
PUT YOUR BEARD IN MY MOUTH
styofa doing anything

if i look back, i am lost
Sweet Seals For You, Always
DEAR READER
"I'm Dorothy Gale from Kansas"
Misplaced Lens Cap
RMH
YOU ARE THE REASON

blake kathryn

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Xuebing Du

Discoholic 🪩

PR's Tumblrdome
2025 on Tumblr: Trends That Defined the Year

JVL

Kaledo Art

roma★
Lint Roller? I Barely Know Her

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@zanywizardwombat-blog
Where to find me
Orcgirl26.newgrounds.com
Get bent staff.
So i am back from the protest.
Seems they haven't doubled back and apologized. So I am out.
Those of you who wish to keep up with me, watch for link post in the following days to come.
It's been real. And it's been fun. It just hasn't been real fun.
Reblog to show your support for NSFW Artists, who deserve better than having their art censored/removed because of a badly thoughtout idea
Once, I encountered the funny story of an AI image descriptor with a sheep obsession. It had been trained on pictures of fields of sheep. Therefore, it tagged anything in a field as 'sheep', including an empty field, because they work on statistical probability. Therefore, it thinks "ah, a field! there's probably a sheep here." (It's a bit more complicated but basically that.) It also couldn't recognise sheep in places that weren't fields, such as petrol stations or barns. [cont]
Now, the alarming aspect of this story is that the very same technology is probably what tumblr is using to identify porn. Now, if it can’t tell that an empty field is not, in fact, full of sheep, what hope do we have that it can’t tell an empty room isn’t full of writing human forms engaged in passionate coitus?
this really does sound like an episode of black mirror
But wait, it’s even weirder than that!
This is gonna produce some absolutely baffling pornography.
…. oh my fucking god they actually are using open source software. They’re using a fucking one-layer unidirectional bicategory tag-trained neural network. This will never work. Literally, it will never work. There’s just not enough algorithmic complexity to do what they’re asking of it. I bet you I could prove on a mathematical level that this joke of a neural net fundamentally lacks the abstraction necessary to do its job.
This will never get better. Their algorithm will never stop fucking up, it will never actually flag porn reliably and it will always require a massive quantity of human hours to deal with the deluge of mistagged pictures. This isn’t just a case of an insufficiently trained algorithm, it’s just … this is the most basic neural network you can make. It probably hasa a lot of neurons and has loads of training data but like … you can’t just brute force this kind of stuff. One layer of neurons is just Not Enough.
Also, just to make this clear, Tumblr lied. I mean, we already know this, but I mean they liiiieeeeed. All that stuff they promised about what would or would not be censored? That cannot be delivered on with a system this simple. Nude classical sculptures, political protests, male-presenting nipples (really Tumblr?), nude art outside the context of sex, all that? You cannot train a bicategory one-layer neural network to exclude those things. It cannot be done. Tumblr never intended for those things to actually be permitted, they were just lying. Because the system they have cannot actually do what they said it would and never will be able to.
Also, this kind of system is super vulnerable to counter-neural strategies. I bet you before the end of the month someone hooks up their own open source one layer bicategory neural network which puts an imperceptible (to humans) layer of patterned static over arbitrary images, and trains it by having it bot-post static-ed images to Tumblr and reinforcing based on whether the images are labeled nsfw or sfw. Seriously, within a month someone will have an input-output machine which can turn any image ‘sfw’ in Tumblr’s eyes.
This is genuinely pathetic. Like, I have real pity for whoever implemented this, because it’s clear Tumblr doesn’t actually have any engineers with any expertise with machine learning left at all and they foisted the job off on some poor bastard who has no idea what they’re doing and is going to get all kinds of flak for their (perfectly reasonable and predetermined) failure from management.
As has been pointed out before, there are no humans behind this at all. The review process just reruns either the same algorithm or another algorithm, but people have posted screen shots showing obviously SFW pictures that were still deemed NSFW on review, despite the fact that any human, no matter how overworked / tired would have seen that these pictures were not porn.
In the midst of depression, a little Christmas spirit is needed!
Verizon's Oath division failing in ad market, and it could get even worse.
Well isn’t that just a goddamn shame @staff
Heres the thing you gotta understand about statistics.
“Increases your chances by 80%” does not mean “there is now an 80% chance”.
If your chances were previously 10%, your chances are now 18%, not 90%.
if your chances were roughly 1%, they’re now just slightly less than 2%.
thats how that works.
Me @ Salvation Army:
Apparently your post will never be flagged if you mark it with a sfw tag and that’s what the bots are doing.
nice algorithm, staff!
Tumblr is gonna die without me knowing a single fucking thing about Homestuck and honestly I think that’s pretty sexy of me
Do our benefactors really know what’s best for us? What gives them the right to make this kind of decision for mankind? Will they ever deactivate the suppression field and let us post lewd images again?
How does tumblr feel about these male presenting nipples
Save endangered tumblrs before 17. December
Please submit all endangered Tumblrs you care about in this form. Also please spread the message.
Hello Tumblr users,
we are the Archive Team, the Archive Team is a loose collective of rogue archivists, programmers, writers and loudmouths dedicated to saving our digital heritage. Since 2009 this variant force of nature has caught wind of shutdowns, shutoffs, mergers, and plain old deletions - and done our best to save the history before it’s lost forever. We already worked on other Yahoo related projects like GeoCities and Flickr.
You can learn more about us under https://archiveteam.org/.
We plan to save many as many of the endangered blogs as possible. To do that we take multiple approaches.
We use or scan of Tumblr we did in April 2018
Some guys are working on an AI solution to detect endangered pictures
We look for tags manually
But just us looking is not enough. You know Tumblr better than us.
Submit your favorite endangered Tumblrs here. That way we can be sure not miss them and put them in front of our queue.
If you have technical knowledge join us via IRC chat.efnet.org:9090/?channels=%23tumbledown
I was asked to signal boost this. You can also check out the Archive Team site and their page about Tumblr to learn more about who comprises the team, their mission & past sites they’ve archived, and their approach for Tumblr.
Note that what they’re asking for is URLs of blogs (your own or other people’s) that you want to make sure get archived.
Coming into a fandom late
Coming into a fandom early and watching it become an angry clusterfuck
Being in a dormant fandom that suddenly comes alive again after a new book/movie
Don’t forget about those who come in the midst of a fandom war.
Accuracy at its best
Being in a fandom and not even knowing there’s a war going on…
all of this shit…lol
When You’re Not In The Fandom But You’re Nosy AF
When you get into a fandom only to discover it’s dead
This gets better every time I see it.
@fuboos-mess
Being in a dead fandom…
Or being in such a tiny fandom that it feels like youre the only one
The accuracy hurts.
Being in a fandom that had a shit ending.
When you’ve been fangirling long enough, you’ve experienced all of the above.
Being in a fandom meant for kids.
This just gets better..
@mi-kleos
When you realize that joining the fandom has ruined you
Fandom hell in general
Yes.
This^^^ just… ALL OF THIS.
Being in so many fandoms that you don’t even know what’s going on
THIS IS THE SKULDUGGERY FUCKING PLEASANT FANDOM IN ONE POST!!
Trying to recruit people to your fandom
Annnnnnndddd it’s back
Being in a fandom which has so many antis
I’ve probably reblogged this before, but that was before these great additions.
Being in a fandom that actually works together
Why is this so true? All of it.
being in a fanbase but all your mutuals suddenly turn into Kpop blogs
I always enjoy it when a good post comes around again and has been improved by the reblogs like the years for a fine wine.
Being in a fandom when shit goes down and everyone has different opinions
When you are in a fandom and don’t care for others people opinion…..even if they are right…(believe me, I have met several of those)
Being in a fandom you never meant to join
I love this. and it’s gotten better
After abandoning a fandom you’re still a little bit emotionally invested in….
All of these are me. Lol
Being in a fandom on Tumblr
And it reached its epic conclusion
I CHOKED ON FUNDIP
+1 porn bot follow today. Again. Still.
@staff or better put, @verizon , you are all incompetent morons.
Everyone reblog this as much as possible over the next two weeks for good luck
tumblr sucked yet its the only thing people like us could ever have posted on. tumblr was a deep sea geothermal vent and we are all pallid, desperate crabs snapping at the dark toxcic nutrients spweing from its hole, and bringing us into the harsh light of the instagram influencersphere would kill us instantly.
this post is embarrassing af but it’s not wrong