🧠
Ai Taste Business Finance 4b model by K1mG0ng
⭐ 39
🧠
Model

Ai Taste Business Finance 4b

by K1mG0ng hf-model--k1mg0ng--ai-taste-business-finance-4b
Nexus Index
39.0 Top 100%
S: Semantic 50
A: Authority 0
P: Popularity 0
R: Recency 100
Q: Quality 65
Tech Context
4 Params
4.096K Ctx
Vital Performance
19 DL / 30D
0.0%
Source →
Audited 39 FNI Score
4B Params
4k Context
19 Downloads
8G GPU ~5GB Est. VRAM
Commercial MIT License
Model Information Summary
Entity Passport
Registry ID hf-model--k1mg0ng--ai-taste-business-finance-4b
License MIT
Provider huggingface
💾

Compute Threshold

~4.3GB VRAM

Interactive
Analyze Hardware
â–ŧ

* Static estimation for 4-Bit Quantization.

📜

Cite this model

Academic & Research Attribution

BibTeX 
@misc{hf_model__k1mg0ng__ai_taste_business_finance_4b,
  author = {K1mG0ng},
  title = {Ai Taste Business Finance 4b Model},
  year = {2026},
  howpublished = {\url{https://huggingface.co/k1mg0ng/ai-taste-business-finance-4b}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
K1mG0ng. (2026). Ai Taste Business Finance 4b [Model]. Free2AITools. https://huggingface.co/k1mg0ng/ai-taste-business-finance-4b

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

Quick Commands

đŸĻ™ Ollama Run
ollama run ai-taste-business-finance-4b
🤗 HF Download
huggingface-cli download k1mg0ng/ai-taste-business-finance-4b
đŸ“Ļ Install Lib
pip install -U transformers

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
39.0
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 0
Popularity (P) 0
Recency (R) 100
Quality (Q) 65

đŸ’Ŧ Index Insight

FNI V2.0 for Ai Taste Business Finance 4b: Semantic (S:50), Authority (A:0), Popularity (P:0), 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
19Downloads
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--k1mg0ng--ai-taste-business-finance-4b
slug
k1mg0ng--ai-taste-business-finance-4b
source
huggingface
author
K1mG0ng
license
MIT
tags
transformers, safetensors, qwen3, text-generation, causal-lm, social-science, research-evaluation, fine-tuned, conversational, en, base_model:qwen/qwen3-4b, base_model:finetune:qwen/qwen3-4b, license:mit, text-generation-inference, endpoints_compatible, region:us

⚙ī¸ Technical Specs

architecture
null
params billions
4
context length
4,096
pipeline tag
text-generation
vram gb
4.3
vram is estimated
true
vram formula
VRAM ≈ (params * 0.75) + 0.8GB (KV) + 0.5GB (OS)

📊 Engagement & Metrics

downloads
19
stars
0
forks
0

Data indexed from public sources. Updated daily.