🧠
Pllum 12b Nc Chat 2412 model by CYFRAGOVPL
⭐ 54.9
🧠
Model

Pllum 12b Nc Chat 2412

by CYFRAGOVPL hf-model--cyfragovpl--pllum-12b-nc-chat-2412
Nexus Index
54.9 Top 100%
S: Semantic 50
A: Authority 45
P: Popularity 31
R: Recency 100
Q: Quality 65
Tech Context
12 Params
4.096K Ctx
Vital Performance
1.8K DL / 30D
0.0%
Source →
Audited 54.9 FNI Score
12B Params
4k Context
1.8K Downloads
24G GPU ~11GB Est. VRAM
Restricted CC License
Model Information Summary
Entity Passport
Registry ID hf-model--cyfragovpl--pllum-12b-nc-chat-2412
License CC-BY-NC-4.0
Provider huggingface
💾

Compute Threshold

~10.3GB VRAM

Interactive
Analyze Hardware
â–ŧ

* Static estimation for 4-Bit Quantization.

📜

Cite this model

Academic & Research Attribution

BibTeX 
@misc{hf_model__cyfragovpl__pllum_12b_nc_chat_2412,
  author = {CYFRAGOVPL},
  title = {Pllum 12b Nc Chat 2412 Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/cyfragovpl/pllum-12b-nc-chat-2412}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
CYFRAGOVPL. (2026). Pllum 12b Nc Chat 2412 [Model]. Free2AITools. https://huggingface.co/cyfragovpl/pllum-12b-nc-chat-2412

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

Quick Commands

đŸĻ™ Ollama Run
ollama run pllum-12b-nc-chat-2412
🤗 HF Download
huggingface-cli download cyfragovpl/pllum-12b-nc-chat-2412
đŸ“Ļ Install Lib
pip install -U transformers

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
54.9
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 45
Popularity (P) 31
Recency (R) 100
Quality (Q) 65

đŸ’Ŧ Index Insight

FNI V2.0 for Pllum 12b Nc Chat 2412: Semantic (S:50), Authority (A:45), Popularity (P:31), Recency (R:100), Quality (Q:65).

Free2AITools Nexus Index

Verification Authority

HuggingFace API GitHub Metadata Arxiv Citation DB System Audit
Unbiased Data Node Refresh: VFS Live
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🚀 What's Next?

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⚡

Deployment Guide

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Technical Deep Dive

⚠ī¸ Incomplete Data

Some information about this model is not available. Use with Caution - Verify details from the original source before relying on this data.

View Original Source →

📝 Limitations & Considerations

  • â€ĸ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • â€ĸ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • â€ĸ FNI scores are relative rankings and may change as new models are added.
  • ⚠ License Unknown: Verify licensing terms before commercial use.

Social Proof

HuggingFace Hub
1.8KDownloads
Hub Discussions
🤗 Data Source: Hugging Face ↗
🔄 Daily sync (03:00 UTC)

AI Summary: Based on Hugging Face metadata. Not a recommendation.

📊 FNI Methodology 📚 Knowledge Baseℹī¸ Verify with original source

🛡ī¸ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

🆔 Identity & Source

id
hf-model--cyfragovpl--pllum-12b-nc-chat-2412
slug
cyfragovpl--pllum-12b-nc-chat-2412
source
huggingface
author
CYFRAGOVPL
license
CC-BY-NC-4.0
tags
transformers, safetensors, mistral, text-generation, conversational, pl, arxiv:2511.03823, license:cc-by-nc-4.0, text-generation-inference, endpoints_compatible, deploy:azure, region:us

⚙ī¸ Technical Specs

architecture
null
params billions
12
context length
4,096
pipeline tag
text-generation
vram gb
10.3
vram is estimated
true
vram formula
VRAM ≈ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

📊 Engagement & Metrics

downloads
1,832
stars
0
forks
0

Data indexed from public sources. Updated daily.