ms-marco-TinyBERT-L2

60.2K
19
512
Small context
2.0B
2 languages
INT8
license:apache-2.0
by
cross-encoder
Embedding Model
OTHER
2B params
Fair
60K downloads
Community-tested
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Edge AI:
Mobile
Laptop
Server
5GB+ RAM
Mobile
Laptop
Server
Quick Summary

This model was trained on the MS Marco Passage Ranking task.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
2GB+ RAM

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by ms-marco-TinyBERT-L2 with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
🔵 6/10
general
multilingual
Key Strengths
  • •Scale and Accessibility: 750GB of publicly available, filtered text
  • •Systematic Filtering: Documented heuristics enable reproducibility
  • •Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • •English-Only: Limits multilingual applications
  • •Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

View All Datasets

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