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20250704 Beifen dataset by xcll
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Dataset

20250704 Beifen

by xcll hf-dataset--xcll--20250704_beifen
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%
Source →
Data Integrity 26 FNI Score
- Size
- Rows
Parquet Format
- Tokens
Dataset Information Summary
Entity Passport
Registry ID hf-dataset--xcll--20250704_beifen
Provider huggingface
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Cite this dataset

Academic & Research Attribution

BibTeX 
@misc{hf_dataset__xcll__20250704_beifen,
  author = {xcll},
  title = {20250704 Beifen Dataset},
  year = {2026},
  howpublished = {\url{https://huggingface.co/datasets/xcll/20250704_beifen}},
  note = {Accessed via Free2AITools Knowledge Fortress}
}
APA Style
xcll. (2026). 20250704 Beifen [Dataset]. Free2AITools. https://huggingface.co/datasets/xcll/20250704_beifen

đŸ”ŦTechnical Deep Dive

Full Specifications [+]

⚖ī¸ Nexus Index V2.0

Methodology Index Protocol
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 20250704 Beifen: Semantic (S:50), Authority (A:0), Popularity (P:0), Recency (R:0), Quality (Q:0).

Free2AITools Nexus Index

Verification Authority

HuggingFace API GitHub Metadata Arxiv Citation DB System Audit
Unbiased Data Node Refresh: VFS Live
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Downloads
116,210

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Schema not yet indexed for this dataset.

Dataset Specification

Top Tier

Social Proof

HuggingFace Hub
116.2KDownloads
Hub Discussions
🤗 Data Source: Hugging Face ↗
🔄 Daily sync (03:00 UTC)

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

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🛡ī¸ Dataset Transparency Report

Verified data manifest for traceability and transparency.

100% Data Disclosure Active

🆔 Identity & Source

id
hf-dataset--xcll--20250704_beifen
source
huggingface
author
xcll
tags
region:us

⚙ī¸ Technical Specs

architecture
null
params billions
20,250,704
context length
4,096

📊 Engagement & Metrics

likes
0
downloads
116,210

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