🧠
Lightonocr 2 1b model by lightonai
⭐ 49.1
🧠
Model

Lightonocr 2 1b

by lightonai hf-model--lightonai--lightonocr-2-1b
Nexus Index
49.1 Top 100%
S: Semantic 50
A: Authority 0
P: Popularity 68
R: Recency 99
Q: Quality 65
Tech Context
1 Params
4.096K Ctx
Vital Performance
847.1K DL / 30D
0.0%
Source →
Audited 49.1 FNI Score
Tiny 1B Params
4k Context
Hot 847.1K Downloads
8G GPU ~2GB Est. VRAM
Commercial APACHE License
Model Information Summary
Entity Passport
Registry ID hf-model--lightonai--lightonocr-2-1b
License Apache-2.0
Provider huggingface
💾

Compute Threshold

~2GB VRAM

Interactive
Analyze Hardware
â–ŧ

* Static estimation for 4-Bit Quantization.

📜

Cite this model

Academic & Research Attribution

BibTeX 
@misc{hf_model__lightonai__lightonocr_2_1b,
  author = {lightonai},
  title = {Lightonocr 2 1b Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/lightonai/lightonocr-2-1b}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
lightonai. (2026). Lightonocr 2 1b [Model]. Free2AITools. https://huggingface.co/lightonai/lightonocr-2-1b

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

Quick Commands

đŸĻ™ Ollama Run
ollama run lightonocr-2-1b
🤗 HF Download
huggingface-cli download lightonai/lightonocr-2-1b
đŸ“Ļ Install Lib
pip install -U transformers

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
49.1
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 0
Popularity (P) 68
Recency (R) 99
Quality (Q) 65

đŸ’Ŧ Index Insight

FNI V2.0 for Lightonocr 2 1b: Semantic (S:50), Authority (A:0), Popularity (P:68), Recency (R:99), Quality (Q:65).

Free2AITools Nexus Index

Verification Authority

HuggingFace API GitHub Metadata Arxiv Citation DB System Audit
Unbiased Data Node Refresh: VFS Live
---

🚀 What's Next?

📊

Find Training Datasets

Discover datasets compatible with this model

📈

Compare Benchmarks

See how this model ranks on standard tests

⚡

Deployment Guide

Understand deployment options

Technical Deep Dive

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

⚠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
847.1KDownloads
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--lightonai--lightonocr-2-1b
slug
lightonai--lightonocr-2-1b
source
huggingface
author
lightonai
license
Apache-2.0
tags
mistral, nullB, text-generation, transformers, safetensors, mistral3, ocr, document-understanding, vision-language, pdf, tables, forms, image-text-to-text, conversational, en, fr, de, es, it, nl, pt, sv, da, zh, ja, arxiv:2601.14251, arxiv:2412.13663, license:apache-2.0, eval-results, endpoints_compatible, region:eu, deploy:azure

⚙ī¸ Technical Specs

architecture
null
params billions
1
context length
4,096
pipeline tag
image-text-to-text
vram gb
2
vram is estimated
true
vram formula
VRAM ≈ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

📊 Engagement & Metrics

downloads
847,066
stars
0
forks
0

Data indexed from public sources. Updated daily.