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Dataset

FineVision

by HuggingFaceM4 hf-dataset--huggingfacem4--finevision
Nexus Index
26.0 Top 1%
S / A / P / R / Q Breakdown Calibration Pending

Pillar scores are computed during the next indexing cycle.

Tech Context
Vital Performance
0 DL / 30D
0.0%

--- dataset_info: - config_name: CoSyn_400k_chart features: - name: images list: image - name: texts list: - name: user dtype: string - name: assistant dtype: string - name: source dtype: string - name: relevance_ratings list: int64 - name: relevance_min dtype: int64 - name: visual_dependency_ratings list: int64 - name: visual_dependency_min dtype: int64 - name: image_correspondence_ratings list: int64 - name: image_correspondence_min dtype: int64 - name: formatting_ratings list: int64 - name...

Data Integrity 26 FNI Score
- Size
- Rows
Parquet Format
- Tokens
Dataset Information Summary
Entity Passport
Registry ID hf-dataset--huggingfacem4--finevision
Provider huggingface
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Cite this dataset

Academic & Research Attribution

BibTeX
@misc{hf_dataset__huggingfacem4__finevision,
  author = {HuggingFaceM4},
  title = {FineVision Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/HuggingFaceM4/FineVision}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
HuggingFaceM4. (2026). FineVision [Dataset]. Free2AITools. https://huggingface.co/datasets/HuggingFaceM4/FineVision

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

âš–ī¸ Nexus Index V2.0

26.0
ESTIMATED IMPACT TIER
Semantic (S) 50
Authority (A) 0
Popularity (P) 0
Recency (R) 0
Quality (Q) 0

đŸ’Ŧ Index Insight

FNI V2.0 for FineVision: Semantic (S:50), Authority (A:0), Popularity (P:0), Recency (R:0), Quality (Q:0).

Free2AITools Nexus Index

Verification Authority

Unbiased Data Node Refresh: VFS Live
âŦ‡ī¸
Downloads
128,953
â¤ī¸
Likes
471

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Dataset Specification

Top Tier

Social Proof

HuggingFace Hub
471Likes
129.0KDownloads
🔄 Daily sync (03:00 UTC)

AI Summary: Based on Hugging Face metadata. Not a recommendation.

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đŸ›Ąī¸ Dataset Transparency Report

Verified data manifest for traceability and transparency.

100% Data Disclosure Active

🆔 Identity & Source

id
hf-dataset--huggingfacem4--finevision
source
huggingface
author
HuggingFaceM4
tags
size_categories:10mformat:parquetmodality:imagemodality:textlibrary:datasetslibrary:dasklibrary:mlcroissantlibrary:polarsarxiv:2510.17269region:us

âš™ī¸ Technical Specs

architecture
null
params billions
null
context length
null

📊 Engagement & Metrics

likes
471
downloads
128,953

Free2AITools Constitutional Data Pipeline: Curated disclosure mode active. (V15.x Standard)