ArlowGPT-4B-Foundational-Preview-V1
2
ā
by
yuchenxie
Language Model
OTHER
4B params
New
2 downloads
Early-stage
Edge AI:
Mobile
Laptop
Server
9GB+ RAM
Mobile
Laptop
Server
Quick Summary
AI model with specialized capabilities.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
4GB+ RAM
Training Data Analysis
š” Average (4.7/10)
Researched training datasets used by ArlowGPT-4B-Foundational-Preview-V1 with quality assessment
Specialized For
general
science
multilingual
Training Datasets (3)
common crawl
š“ 2.5/10
general
science
Key Strengths
- ā¢Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
- ā¢Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
- ā¢Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...
Considerations
- ā¢Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
- ā¢Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...
webtext
šµ 6.5/10
general
Key Strengths
- ā¢Quality Signal: Human curation through Reddit upvotes
- ā¢Effective: Produced high-performing GPT-2 model
- ā¢Influential: Established importance of careful dataset curation
Considerations
- ā¢Proprietary: Original dataset not publicly available
- ā¢Limited Size: 40GB relatively small by modern standards
wikipedia
š” 5/10
science
multilingual
Key Strengths
- ā¢High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
- ā¢Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
- ā¢Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...
Considerations
- ā¢Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
- ā¢Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...
Explore our comprehensive training dataset analysis
View All DatasetsCode Examples
bash
git clone --branch ArlowVL --single-branch https://github.com/yuchenxie4645/transformers/ # One line clone.
cd transformers && pip install -e .Deploy This Model
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