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No Train No Gain - Revisiting Efficient Training Algorithms for Transformer-based Language Models

No Train No Gain - Revisiting Efficient Training Algorithms for Transformer-based Language Models

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Conclusions

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17 of 17

Conclusions

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No Train No Gain - Revisiting Efficient Training Algorithms for Transformer-based Language Models

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  1. 1 Introduction
  2. 2 Outline
  3. 3 Story
  4. 4 Potential pitfalls
  5. 5 What could go wrong
  6. 6 Scenarios
  7. 7 Job Interferences
  8. 8 Measuring Reference System Time
  9. 9 Experimental Setup
  10. 10 Model Stacking
  11. 11 Selected Backdrop
  12. 12 Question
  13. 13 Efficient Optimizers
  14. 14 Results
  15. 15 What goes wrong
  16. 16 Overheads
  17. 17 Conclusions

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