Deep Dive Into Self-Rewarding Language Models - Training Models as Their Own Judges

Deep Dive Into Self-Rewarding Language Models - Training Models as Their Own Judges

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AI Feedback Training Data Creation AIFT

10 of 15

10 of 15

AI Feedback Training Data Creation AIFT

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Deep Dive Into Self-Rewarding Language Models - Training Models as Their Own Judges

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  1. 1 What we’re covering
  2. 2 The Problem With Human-Labeled Data
  3. 3 Super-human Agents and Synthetic Data
  4. 4 What is a Self-Rewarding Language Model
  5. 5 Skill 1. Instruction Following
  6. 6 Skill 2. LLM-as-a-Judge
  7. 7 Prompting as the Judge
  8. 8 Initialization and Datasets
  9. 9 Self-Instruction Creation
  10. 10 AI Feedback Training Data Creation AIFT
  11. 11 Iterative Training
  12. 12 Evaluation
  13. 13 Results
  14. 14 Conclusion
  15. 15 Join us!

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