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

Pllum 12b Nc Chat 2412

by CYFRAGOVPL cyfragovpl/pllum-12b-nc-chat-2412
Free2AITools Nexus Index
54.9
S: Semantic 50

Query-time baseline · scored live at search

A: Authority 45
P: Popularity 31
R: Recency 95
Q: Quality 65
Tech Context
12.25 Params
32.768K Ctx
Vital Performance
1.8K DL / 30D
Source β†’

Task categories from upstream metadata

πŸ’¬Chat & Dialogue
Low FNI signal 54.9 FNI Score
12.25B Params
32k Context
1.8K Downloads
24G GPU ~12GB Est. VRAM
Dense MISTRALFORCAUSALLM Architecture
Restricted CC License
Model Information Summary
Entity Passport
Registry ID cyfragovpl/pllum-12b-nc-chat-2412
License CC-BY-NC-4.0
Provider huggingface
πŸ’Ύ

Compute Threshold

~11.7GB VRAM

Interactive
Estimate fit
β–Ό

* Static estimation for 4-Bit Quantization.

πŸ“œ

Cite this model

Academic & Research Attribution

BibTeX 
@misc{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.}
}
APA Style
CYFRAGOVPL. (2026). Pllum 12b Nc Chat 2412 [Model]. Free2AITools. https://huggingface.co/CYFRAGOVPL/PLLuM-12B-nc-chat-2412

πŸ”¬Technical Deep Dive

Full Specifications [+]

Quick Commands

πŸ¦™ Ollama Run
ollama run pllum-12b-nc-chat-2412
πŸ€— HF Download
huggingface-cli download cyfragovpl/pllum-12b-nc-chat-2412
πŸ“¦ Install Lib
pip install -U transformers

βš–οΈ Free2AITools Nexus Index V2.0

Methodology How FNI works
Semantic (S) 50

Query-time baseline · scored live at search

Authority (A) 45
Popularity (P) 31
Recency (R) 95
Quality (Q) 65

πŸ’¬ Index Insight

FNI V2.0 for Pllum 12b Nc Chat 2412: Authority (A:45), Popularity (P:31), Recency (R:95), Quality (Q:65). Semantic (S) is a query-time baseline scored live at search.

Free2AITools Nexus Index

Data Sources / Provenance

HuggingFace API GitHub Metadata Arxiv Citation DB Methodology
Open data Updated: Live data
---

πŸš€ What's Next?

πŸ“Š

Models in this category

Browse models in the same category

⚑

Deployment reference

Understand deployment options

Technical Deep Dive

⚠️ 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 β†’

πŸ“ Limitations & Considerations

  • β€’ Benchmark scores may vary based on evaluation methodology and hardware configuration.
  • β€’ VRAM requirements are estimates; actual usage depends on quantization and batch size.
  • β€’ 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
πŸ€— Data Source: Hugging Face β†—
πŸ”„ Updated daily

Source summary: Based on Hugging Face metadata. Not a recommendation.

πŸ“Š FNI Methodology πŸ“š Knowledge Baseℹ️ Verify with original source

πŸ›‘οΈ Model Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

πŸ†” 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

βš™οΈ Technical Specs

architecture
MistralForCausalLM
params billions
12.25
context length
32,768
pipeline tag
text-generation
vram gb
11.7
vram is estimated
true
vram formula
VRAM β‰ˆ (params * 0.75) + 2GB (KV) + 0.5GB (OS)

πŸ“Š Engagement & Metrics

downloads
1,832
stars
null
forks
null

Data indexed from public sources. Updated daily.