📊
Omni Refiner Video dataset by lsmpp
⭐ 35.2
📊
Dataset

Omni Refiner Video

by lsmpp hf-dataset--lsmpp--omni-refiner-video
Nexus Index
35.2 Top 100%
S: Semantic 50
A: Authority 0
P: Popularity 57
R: Recency 62
Q: Quality 30
Tech Context
Vital Performance
0 DL / 30D
0.0%
Source →
Data Integrity 35.2 FNI Score
- Size
- Rows
Parquet Format
- Tokens
Dataset Information Summary
Entity Passport
Registry ID hf-dataset--lsmpp--omni-refiner-video
Provider huggingface
📜

Cite this dataset

Academic & Research Attribution

BibTeX 
@misc{hf_dataset__lsmpp__omni_refiner_video,
  author = {lsmpp},
  title = {Omni Refiner Video Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/lsmpp/omni-refiner-video}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
lsmpp. (2026). Omni Refiner Video [Dataset]. Free2AITools. https://huggingface.co/datasets/lsmpp/omni-refiner-video

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
35.2
TOP 100% SYSTEM IMPACT
Semantic (S) 50
Authority (A) 0
Popularity (P) 57
Recency (R) 62
Quality (Q) 30

đŸ’Ŧ Index Insight

FNI V2.0 for Omni Refiner Video: Semantic (S:50), Authority (A:0), Popularity (P:57), Recency (R:62), Quality (Q:30).

Free2AITools Nexus Index

Verification Authority

HuggingFace API GitHub Metadata Arxiv Citation DB System Audit
Unbiased Data Node Refresh: VFS Live
âŦ‡ī¸
Downloads
83,155

👁ī¸ Data Preview

📊

Row-level preview not available for this dataset.

Schema structure is shown in the Field Logic panel when available.

🔗 Explore Full Dataset ↗

đŸ§Ŧ Field Logic

đŸ§Ŧ

Schema not yet indexed for this dataset.

Dataset Specification

Social Proof

HuggingFace Hub
83.2KDownloads
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¸ Dataset Transparency Report

Technical metadata sourced from upstream repositories.

Open Metadata

🆔 Identity & Source

id
hf-dataset--lsmpp--omni-refiner-video
slug
lsmpp--omni-refiner-video
source
huggingface
author
lsmpp
license
tags
region:us

⚙ī¸ Technical Specs

architecture
null
params billions
null
context length
null
pipeline tag

📊 Engagement & Metrics

downloads
83,155
stars
0
forks
0

Data indexed from public sources. Updated daily.