ArlowGPT-3B-Multilingual

40
1
3.0B
llama
by
yuchenxie
Language Model
OTHER
3B params
New
40 downloads
Early-stage
Try on Hugging FaceAdd to Compare
Edge AI:
Mobile
Laptop
Server
7GB+ RAM
Mobile
Laptop
Server
Quick Summary

Overview ArlowGPT-3B Multilingual is a compact yet efficient text-to-text language model that builds upon the foundation of the original ArlowGPT-3B base model.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
3GB+ RAM

Training Data Analysis

🟡 Average (4.7/10)

Researched training datasets used by ArlowGPT-3B-Multilingual with quality assessment

Specialized For

general
science
multilingual

Training Datasets (3)

common crawl
🔴 2.5/10
general
science
Key Strengths
  • •Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
  • •Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
  • •Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...
Considerations
  • •Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
  • •Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...
webtext
🔵 6.5/10
general
Key Strengths
  • •Quality Signal: Human curation through Reddit upvotes
  • •Effective: Produced high-performing GPT-2 model
  • •Influential: Established importance of careful dataset curation
Considerations
  • •Proprietary: Original dataset not publicly available
  • •Limited Size: 40GB relatively small by modern standards
wikipedia
🟡 5/10
science
multilingual
Key Strengths
  • •High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
  • •Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
  • •Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...
Considerations
  • •Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
  • •Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install transformers --upgrade
Requirementsbash
pip install torch
Requirementsbash
pip install torch
Requirementsbash
pip install torch
Requirementsbash
pip install torch
Requirementsbash
pip install torch
Requirementsbash
pip install torch
Requirementsbash
pip install torch

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