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PhysiQuantyย 
posted an update 13 days ago
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4679
๐Ÿง  Arithmetic-SLM : A 30M model that manages to compute simple arithmetic better than a 3B model ๐Ÿš€
WhirlwindAI/Arithmetic-SLM
WhirlwindAI/arithmetic-slm

๐Ÿ† Leaderboard ArithMark-2 ๐Ÿ†
๐Ÿฅ‡ Qwen/Qwen2.5-Math-1.5B = 82.08%
๐Ÿฅˆ WhirlwindAI/Arithmetic-SLM = 78.60% (31.7M Params)
๐Ÿฅ‰ Qwen/Qwen2.5-3B = 78.44%

Example WhirlwindAI/Arithmetic-SLM =
0.5 * 0.5 = 0.25 โœ…
105 + 45 / 8 = 110 โœ…
(132 / 12) + (46 - 15) = 42 โœ…
(10 + 28) * 3 = 114 โœ…
1 * (16 + 28) = 44 โœ…
(21 + 27) * (14 - 7) = 336 โŒ

leaderboard = """
|              Model               |    Params    |   Score   |
|----------------------------------|--------------|-----------|
|      Qwen/Qwen2.5-Math-1.5B      |     1.54B    |   82.08%  |
|    WhirlwindAI/Arithmetic-SLM    |    31.70M    |   78.60%  | <=
|         Qwen/Qwen2.5-3B          |     3.09B    |   78.44%  |
|        Qwen/Qwen2.5-1.5B         |     1.54B    |   77.72%  |
|    Qwen/Qwen2.5-Coder-1.5B       |     1.54B    |   74.88%  |
|   HuggingFaceTB/SmolLM2-1.7B     |     1.71B    |   66.12%  |
|        Qwen/Qwen2.5-0.5B         |      494M    |   63.04%  |
| facebook/MobileLLM-R1-140M-base  |      140M    |   53.88%  |
|     SupraLabs/Supra-50M-Base     |       52M    |   27.12%  |
"""

Bench =
AxiomicLabs/ArithMark-2.0
DataSet =
WhirlwindAI/Arithmetic
By Science AND FOR SCIENCE <3
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Shrijanagainย 
posted an update 20 days ago
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180
Welcome Researcher and Developers!

SKT AI Labs, we are pushing the boundaries of AI architecture and researchโ€”and today, we are thrilled to open our doors to the global research community!

โ€‹We warmly welcome researchers, developers, and AI enthusiasts to join us and contribute to our R&D efforts.

โ€‹๐Ÿงช What You Can Explore:

We invite you to experiment with our WMF (Weight Manifold Fusion) technology. You can test this high-dimensional fusion technique on smaller models to gain a deeper understanding of its behavior and token convergence.

---------- CHECK OUT:

SPACE : SKT-NRS/RD
EXPERIMENT : https://huggingface.co/sKT-Ai-Labs/SKT-SURYA-H
DIRECT TO MAIN DISCUSSION : SKT-NRS/RD#1

โ€‹๐Ÿค Your Feedback Shapes the Future :

โ€‹If it works: Fantastic! Share your results with us and contribute directly to the core vision of SKT AI Labs.

โ€‹If it doesn't work: No problem at all! Your critical feedback is just as valuable to us. Every experiment and anomaly helps us refine this architecture to make it more stable and robust.

โ€‹We firmly believe that true innovation stems from community collaboration and transparent testing. Let's build the future of advanced AI together. Your ideas, test results, and feedback are always welcome!

You Can Still Research and Development On WMF Only SKT-SURYA-H Model is Dismissed.

โ€‹Let's innovate and build together! ๐Ÿ’ก
Shrijanagainย 
posted an update 23 days ago
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199
๐Ÿš€ Big News for the AI Community! ๐Ÿ”ฅ

Weโ€™re excited to release NRS_QWEN_MYTHOS_1M โ€” a powerful reasoning model built on Qwen 3.5 9B!
At SKT AI LABS, weโ€™ve supercharged this 9B model with our proprietary Neural Reasoning System (NRS) to deliver next-level performance.

๐Ÿ”ฅ Why This Model is a Game-Changer:
โœ… 100x Reasoning Capacity โ€” Exceptional deep logical thinking and complex problem-solving
โœ… 1 Million Token Context โ€” Perfect for massive codebases, long documents, and multi-turn agentic workflows
โœ… Advanced Thinking Mode โ€” Native <think> tags for true step-by-step Chain-of-Thought reasoning
โœ… Tool-Use Ready โ€” Optimized for Python execution, Web Search, and self-correction
โœ… Blazing Fast โ€” Runs smoothly on consumer GPUs like RTX 3090/4090

Technical Highlights:

Base: Qwen 3.5 9B
Tuning: NRS-specific high-quality reasoning data
Context: 1M Tokens (YaRN Scaling)
License: NRS DOCS

Whether youโ€™re a developer building coding agents, a researcher working with long-context data, or someone who loves powerful reasoning โ€” this model is built for you.

๐Ÿ‘‰ Try it now on Hugging Face:
SKT-NRS/NRS_QWEN_MYTHOS_1M

Drop a comment: What will you build with it first? ๐Ÿ‘‡
#AI #OpenSource #LLM #Qwen #ReasoningModel #HuggingFace #NewModel #AICommunity
PhysiQuantyย 
posted an update about 2 months ago
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4950
๐ŸŒ We crawled the entirety of Hugging Face to help the community! Huge thanks to the Hugging Face API ๐ŸŒ
๐Ÿค– 2.91M model repos (file names included), ๐Ÿ“š 1.02M dataset repos, ๐Ÿš€ 1.31M Space repos
๐Ÿค— 617,501 committers (datasets and models), weโ€™ll share Hugging Face statistics with you in the coming days..

We also identified 61,398 users with โ€œAI/ML Interestsโ€, and NOW we can find each other through our โ€œAI/ML Interestsโ€๐Ÿค—
HF-Collab-Center/Searching-For-HuggingFace-Users
HF-Collab-Center/All-Model-Repos
HF-Collab-Center/All-Dataset-Repos
HF-Collab-Center/All-Space-Repos

HF-Collab-Center/HF-Users
HF-Collab-Center/HF-Users-with-last-seen
HF-Collab-Center/HF-Users-With-AI-ML-Interests-Only

Made By @QuantaSparkLabs and @PhysiQuanty
C'est franรงais, bon.. en anglais.. mais c'est franรงais ;)
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PhysiQuantyย 
posted an update about 2 months ago
Shrijanagainย 
posted an update about 2 months ago
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2624
We are pleased to announce that the W-IMG Vision Dataset infrastructure is officially live.

The complete asset infrastructure is now accessible on Hugging Face for internal validation and architecture scaling targets.

Dataset Endpoint - sKT-Ai-Labs/W-IMG

#SovereignAI #ComputerVision #MachineLearning #OpenSource
PhysiQuantyย 
posted an update 2 months ago
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5154
โ— Dating apps do not allow us to control the profiles suggested to us based on our mutual search criteria โ—
๐Ÿงฌ If you want to see if your soulmate has already existed, I have published a dataset of 59k anonymized public profiles

SpiceeChat/OkCupid-59k-Anonymized-Profiles

Are you looking for a female ML engineer who is looking for a male ML engineer and you can't find it on the apps ?
You need to look for her, but more importantly, she needs to look for you.
Personally, I'm looking for a physicist I'm encountering the same problem. I can't find it
My answer : Paradox of choice of dating apps solved by patent โšก WO2026082672 โšก
https://patentscope.wipo.int/search/en/detail.jsf?docId=WO2026082672

J'ai du brevetรฉ pour te trouver et on se trouvera bientรดt !
  • 9 replies
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Shrijanagainย 
posted an update 4 months ago
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4319
sKT-Ai-Labs


Join fast we will soon published tokens and all join and get started because we will soon off join request button if you want you can join fast guys
  • 1 reply
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PhysiQuantyย 
posted an update 4 months ago
Shrijanagainย 
posted an update 4 months ago
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2686
โ€‹๐Ÿš€ Bharat AI Revolution ka Hissa Banein! ๐Ÿ‡ฎ๐Ÿ‡ณ

โ€‹Kya aap Bharat ko AI ki duniya mein ek nayi pehchan dilana chahte hain ?

SKT AI Labs sirf ek naam nahi, ek mission haiโ€”desh ko digital shakti dene ka aur "Viksit Bharat" ke sapne ko sach karne ka.

โ€‹Humse Kyun Judein?

โ€‹1. Desh ka Apna AI: Hum aise models bana rahe hain jo khas taur par Bharat ki zarooraton aur bhashaon ke liye hain.

โ€‹2. Open Collaboration: Hamare Hugging Face repository par hamare kaam ko dekhein, test karein aur apna yogdan dein.

3. Technological Growth: Agar aap student hain, developer hain ya tech enthusiast hain, toh hamare saath naya seekhne aur grow karne ka yeh behtareen mauka hai.

โ€‹Join here

sKT-Ai-Labs

๐Ÿ”—
sKT-Ai-Labs


โ€‹Aaiye, saath milkar Bharat AI Revolution ko aage badhate hain! ๐Ÿ’ป๐Ÿ”ฅ

โ€‹#SKTAILabs #DigitalIndia #AIRevolution #ViksitBharat #TechInnovation #JoinTheMission
PhysiQuantyย 
posted an update 4 months ago
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3154
๐Ÿงฌ Can an LLM speak in binary ?
โœ… YES ... RADIX 2 / VOCAB 4
PhysiQuanty/Binary-LLM-POC

๐Ÿค– >_ Can an LLM execute logic gates and boolean arithmetic ?

We need to create datasets :
- Neural Arithmetic and Logic Unit (NALU) 32 bits
- Neural Application Binary Interface (NABI) 32 bits

๐ŸŽฏ Optimal Instruction Set = RV32IMAF

This opens the way for code writing and execution by the LLMs themselves without an external CLI.

The more of us who want it, the more possible it will become ...

PhysiQuanty/Binary-Addition-LLM-POC
(10-bits binary addition : binary carry propagation, sampling no longer has any effect on the logits due to the fact that it is deterministic next token.)


leaderboard = """
|              Model               |    Params    |   Score   |
|----------------------------------|--------------|-----------|
|      Qwen/Qwen2.5-Math-1.5B      |     1.54B    |   82.08%  |
|    WhirlwindAI/Arithmetic-SLM    |    31.70M    |   78.60%  | <=
|         Qwen/Qwen2.5-3B          |     3.09B    |   78.44%  |
|        Qwen/Qwen2.5-1.5B         |     1.54B    |   77.72%  |
|    Qwen/Qwen2.5-Coder-1.5B       |     1.54B    |   74.88%  |
|   HuggingFaceTB/SmolLM2-1.7B     |     1.71B    |   66.12%  |
|        Qwen/Qwen2.5-0.5B         |      494M    |   63.04%  |
| facebook/MobileLLM-R1-140M-base  |      140M    |   53.88%  |
|     SupraLabs/Supra-50M-Base     |       52M    |   27.12%  |
"""





  • 1 reply
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Shrijanagainย 
posted an update 4 months ago
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6926
SOME NEW HINDI + ENGLISH DATASETS

๐Ÿ”—
- sKT-Ai-Labs/HIN
- sKT-Ai-Labs/SKT-MIX
- sKT-Ai-Labs/ST-H

Download and Use And Train Models

You Can Alsoo Use ST-x-LIGHTING Module For Faster Training

pip install ST-x-LIGHT-V11
  • 2 replies
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