In the last few weeks, I frequently see some empty comments. It's just the username and no text beneath.

Is there a deeper reason behind this? Do people nowadays strip away the text instead of deleting a comment? Or did some script surface that 'makes the internet forget'? First I thought people did this before deleting a comment and the deletion just didn't get federated. But I scrolled through some older posts and they also still have comments like that, so that can't be it. Right?

Can anyone educate me?

"Alice has N brothers and she also has M sisters. How many sisters does Alice’s brother have?"

The problem has a light quiz style and is arguably no challenge for most adult humans and probably to some children.

The scientists posed varying versions of this simple problem to various State-Of-the-Art LLMs that claim strong reasoning capabilities. (GPT-3.5/4/4o , Claude 3 Opus, Gemini, Llama 2/3, Mistral and Mixtral, including very recent Dbrx and Command R+)

They observed a strong collapse of reasoning and inability to answer the simple question as formulated above across most of the tested models, despite claimed strong reasoning capabilities. Notable exceptions are Claude 3 Opus and GPT-4 that occasionally manage to provide correct responses.

This breakdown can be considered to be dramatic not only because it happens on such a seemingly simple problem, but also because models tend to express strong overconfidence in reporting their wrong solutions as correct, while often providing confabulations to additionally explain the provided final answer, mimicking reasoning-like tone but containing nonsensical arguments as backup for the equally nonsensical, wrong final answers.

• Arxiv, paper submitted on 4 Jun 2024
• PDF
• heise online article (German)

I'm German and seems 'we' rely more on file hosters than torrenting. There are lots of tv series and movies with both the original audio track and the dubbed one on sites like funxd, serienjunkies, serienfans... They mostly redirect to a filecrypt.cc folder and then I get a DLC file to download the parts from turbobit or rapidgator (one-click hosters.)

What setup am I looking for, if I were to automate this? I'm aware of the Megathread but I didn't find the correct software to index those sites and then what kind of download manager people use nowadays. (Ah yes, and I don't want to pay for premium accounts.)

Edit: Replaced "one-click hosters" with "file hosters"

From the abstract: "Recent research, such as BitNet, is paving the way for a new era of 1-bit Large Language Models (LLMs). In this work, we introduce a 1-bit LLM variant, namely BitNet b1.58, in which every single parameter (or weight) of the LLM is ternary {-1, 0, 1}."

Would allow larger models with limited resources. However, this isn't a quantization method you can convert models to after the fact, Seems models need to be trained from scratch this way, and to this point they only went as far as 3B parameters. The paper isn't that long and seems they didn't release the models. It builds on the BitNet paper from October 2023.

"the matrix multiplication of BitNet only involves integer addition, which saves orders of energy cost for LLMs." (no floating point matrix multiplication necessary)

"1-bit LLMs have a much lower memory footprint from both a capacity and bandwidth standpoint"

Edit: Update: additional FAQ published

I'd like to play around a bit with an online shop. Nothing professional with proper requirements, just a hobby project. When googling for open source e-Commerce solutions, I can find the usual software. But I don't like open core models, and all the projects seem to want to make some money with an add-on marketplace. And most of the times the basic product seems very limited and they want you to extend it with proprietary extensions to get it usable in real-world scenarios.

Is there a project that does things differently? I mean for invoices I can choose between several platforms that won't push me to buy anything. I just can't find an online shop solution like that. My requirements would be something along: Sells products and keeps track of remaining stock, maybe sells services like online courses and software/pdf downloads. Can generate invoices and ties into payment providers. Maybe generates shipping labels. Isn't too bloated, a small, nice and clean hobby project will do. I'd like to avoid running a Wordpress/Drupal/Joomla underneath it if possible.

I get that companies have different requirements and commercial products are somewhat the obvious thing if you're doing commerce. But there has to be something aligned with the virtues of the free software community. Something I'd like to use to sell Tux stickers and power my Etsy shop with.

My laptop is getting old and i can't have Element eat up half of my RAM. There are many more clients out there but which one is good? aka "the best? ;-)

My requirements: lightweight, encryption 100% supported, active development/community. runs neatly 24/7 in the background.

Should also support the latest features, let me customize when to get notifications: priorities / muted chatrooms. And ideally also look clean and run on the Pinephone. But that's optional.

I don't care which desktop environment or cli.

What do you use?