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appvoid  updated a Space 6 days ago
CEAMFA/README
appvoid  updated a Space 12 days ago
CEAMFA/palmer
appvoid  published a Space 12 days ago
CEAMFA/palmer
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appvoid 
posted an update 2 days ago
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117
If you lack ideas for a cool model, here's one.

Train a model from scratch on wikipedia with one twist: the tokenizer changes the actual token ids used on every sample fed. If somehow still learns English, you have made an astonishing discovery.

You would have answered the question: Can a model learn human languages from structure alone?
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appvoid 
posted an update 3 days ago
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1921
Random corporate secret of tonight:

Try overfitting a tiny model on billions of high-quality datapoints: you can't. You can do 100 epochs and see the model still improving.

You're welcome.
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appvoid 
posted an update 4 days ago
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847
- GLM 5.2
- Flux 3
- New Qwen model
- New small model leaderboards
- Lots of people finetuning smol models.
- Some even under 12 year olds clauders are here (was not on my bingo card this year)
- ChatGPT's Sol became a lot faster this week
- LFM2.5 2.6b
- Kimi K3 (though only a few will run it)
- New Ling 3.0 Tiny
- New video model that is making south park videos?
- Deepseek v4 flash being more honest than bigger models
- The new model from meta


Everything Everywhere All At Once
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appvoid 
updated a Space 6 days ago
appvoid 
posted an update 7 days ago
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2370
I don't know if it was us or one of you guys or maybe all of us at once but lately we have seen a finetuning/pretraining explosion of models below 200m params and we can't be more happy about it keep coming tinkerers all of this is possible because of you!
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appvoid 
posted an update 8 days ago
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2891
If you want small models to be great again you should give a follow to people like @Banaxi-Tech or @Datdanboi25

These guys are rocking it with small models lately.

(They are not paying me to say that)
  • 22 replies
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appvoid 
posted an update 10 days ago
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179
byte-level
deep layers
diverse data
compact size
overfitting
grokking

I know the next best small model is somewhere in the intersection of these features.
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appvoid 
posted an update 11 days ago
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894
Do you prefer AI companies/individuals to release half-baked models weekly or an overpowered model a month?
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appvoid 
updated a Space 12 days ago
appvoid 
published a Space 12 days ago
appvoid 
posted an update 12 days ago
appvoid 
updated a model 13 days ago
appvoid 
updated a dataset 15 days ago
appvoid 
posted an update 16 days ago
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616
i love reinforcement learning
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appvoid 
published a Space 19 days ago
appvoid 
posted an update 19 days ago
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1411
A Small Model is All You Need. Meet palmer-006 (90M)

After 3 years of experiments, we are finally releasing our flagship tiny model: **palmer-006**.

If you are building for edge hardware, SBCs (Raspberry Pi, etc.), or low-power devices, this is for you. Inspired by Andrej Karpathy's idea of a self-contained "cognitive core," we wanted to see how much power we could pack into a sub-100M parameter footprint.

🧠 **How we "Palmerized" it:**
We believe in starting our experiments with the absolute strongest baseline possible.
1. Light fine-tuning on highly curated data
2. Model merging
3. Another light fine-tuning round
4. Adjusted Mamba for maximum token speed ⚡️

⚠️ *Note: This is a foundational language model. It has not been instruction-tuned yet!*

Also, since this needs instruction tuning next to become a chat assistant—**what dataset would you recommend we use for the instruct tune?**

---
🔗 **Quick Links & Info:**

* **License:** Open for research, education, hobby, and modification! (For commercial use/hosted APIs, shoot an email to nosoyhackercodigo@gmail.com. *PS: Donators can claim a free commercial license!*)

* **Attribution:** Built using AI tech from the Technology Innovation Institute (TII).

Can't wait to see what you build at the edge. Let me know your prompt completions below! 👇

appvoid/palmer-006
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appvoid 
posted an update 20 days ago
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204
...for tomorrow.
appvoid 
posted an update 24 days ago
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3338
Two big projects are open sourced soon. Get ready...
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appvoid 
posted an update 26 days ago
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If you make cool smol 🤖🤏 models (below 0.5b parameters), leave a reply and I will follow you! I'm serious, you don't need to follow me at all just share something through the replies and I (and potentially more people) will follow you (if your models are decent ofc).
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appvoid 
posted an update 27 days ago
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4662
if you are a tinkerer of small language models and want to stay ahead of what small models can do, follow me!!! seriously, start following people that actually still makes small models

i've made one recently btw

also, i'm keeping an eye on AxiomicLabs leaderboard, looks like the only current alternative to check where the things are going to

though, between us, i think they should add agentic/tool use benchmarks there

anyways,


enjoy!

appvoid/a-cool-model
  • 19 replies
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