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Query Generation is Not Perfect
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Classroom Contents
Is GPL the Future of Sentence Transformers - Generative Pseudo-Labeling Deep Dive
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- 1 Intro
- 2 Semantic Web and Other Uses
- 3 Why GPL?
- 4 How GPL Works
- 5 Query Generation
- 6 CORD-19 Dataset and Download
- 7 Query Generation Code
- 8 Query Generation is Not Perfect
- 9 Negative Mining
- 10 Negative Mining Implementation
- 11 Negative Mining Code
- 12 Pseudo-Labeling
- 13 Pseudo-Labeling Code
- 14 Importance of Pseudo-Labeling
- 15 Margin MSE Loss
- 16 MarginMSE Fine-tune Code
- 17 Choosing Number of Steps
- 18 Fast Evaluation
- 19 What's Next for Sentence Transformers?
