Train 400x faster Static Embedding Models with Sentence Transformers
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TL;DR
Table of Contents
What are Embeddings?
Modern Embeddings
Static Embeddings
Our Method
Training Details
Training Requirements
Model Inspiration
Training Dataset Selection
Loss Function Selection
Training Arguments Selection
Evaluator Selection
Hardware Details
Overall Training Scripts
Usage
English Retrieval
Multilingual Similarity
Matryoshka Dimensionality Truncation
Third Party libraries
Performance
English Retrieval
Multilingual Similarity
Conclusion
Next Steps
Acknowled...
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