🧠
Lfm2 Vl 450m Gguf model by LiquidAI
⭐ 45.5
🧠
Model

Lfm2 Vl 450m Gguf

by LiquidAI hf-model--liquidai--lfm2-vl-450m-gguf
Nexus Index
45.5 Top 100%
S: Semantic 50
A: Authority 0
P: Popularity 58
R: Recency 95
Q: Quality 50
Tech Context
Vital Performance
104.3K DL / 30D
0.0%
Source →
Audited 45.5 FNI Score
Tiny - Params
- Context
Hot 104.3K Downloads
Restricted OTHER License
Model Information Summary
Entity Passport
Registry ID hf-model--liquidai--lfm2-vl-450m-gguf
License Other
Provider huggingface
📜

Cite this model

Academic & Research Attribution

BibTeX 
@misc{hf_model__liquidai__lfm2_vl_450m_gguf,
  author = {LiquidAI},
  title = {Lfm2 Vl 450m Gguf Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/liquidai/lfm2-vl-450m-gguf}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
LiquidAI. (2026). Lfm2 Vl 450m Gguf [Model]. Free2AITools. https://huggingface.co/liquidai/lfm2-vl-450m-gguf

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

Quick Commands

🤗 HF Download
huggingface-cli download liquidai/lfm2-vl-450m-gguf

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
45.5
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 0
Popularity (P) 58
Recency (R) 95
Quality (Q) 50

đŸ’Ŧ Index Insight

FNI V2.0 for Lfm2 Vl 450m Gguf: Semantic (S:50), Authority (A:0), Popularity (P:58), Recency (R:95), Quality (Q:50).

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

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LFM2-VL-450M-GGUF

LFM2-VL is a new generation of vision models developed by Liquid AI, specifically designed for edge AI and on-device deployment. It sets a new standard in terms of quality, speed, and memory efficiency.

Find more details in the original model card: https://huggingface.co/LiquidAI/LFM2-VL-450M

🏃 How to run LFM2-VL

Example usage with llama.cpp:

full precision (F16/F16):

text 
llama-mtmd-cli -hf LiquidAI/LFM2-VL-450M-GGUF:F16

fastest inference (Q4_0/Q8_0):

text 
llama-mtmd-cli -hf LiquidAI/LFM2-VL-450M-GGUF:Q4_0

đŸ“Ŧ Contact

⚠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
104.3KDownloads
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--liquidai--lfm2-vl-450m-gguf
slug
liquidai--lfm2-vl-450m-gguf
source
huggingface
author
LiquidAI
license
Other
tags
gguf, vision, vlm, liquid, lfm2, lfm2-vl, edge, llama.cpp, image-text-to-text, en, base_model:liquidai/lfm2-vl-450m, base_model:quantized:liquidai/lfm2-vl-450m, license:other, endpoints_compatible, region:us, conversational

⚙ī¸ Technical Specs

architecture
null
params billions
null
context length
null
pipeline tag
image-text-to-text

📊 Engagement & Metrics

downloads
104,301
stars
0
forks
0

Data indexed from public sources. Updated daily.