Revisiting Knowledge Graph Completion From a Practical Perspective - Danai Koutra

Revisiting Knowledge Graph Completion From a Practical Perspective - Danai Koutra

Association for Computing Machinery (ACM) via YouTube Direct link

Introduction

1 of 36

1 of 36

Introduction

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Classroom Contents

Revisiting Knowledge Graph Completion From a Practical Perspective - Danai Koutra

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  1. 1 Introduction
  2. 2 Background
  3. 3 Use Cases
  4. 4 Knowledge Graph Construction
  5. 5 Overview
  6. 6 Calibration
  7. 7 Background on Calibration
  8. 8 Multiclass calibration
  9. 9 Negatives
  10. 10 Close World Setting
  11. 11 Results
  12. 12 Open World Assumption
  13. 13 Open World Results
  14. 14 Human AI Collaboration
  15. 15 Recap
  16. 16 Survey
  17. 17 Codecs
  18. 18 Data Collection
  19. 19 Benchmarks
  20. 20 Task of Link Prediction
  21. 21 Hyperparameter Tuning
  22. 22 Triple Classification
  23. 23 Codex vs Freebase
  24. 24 Rules
  25. 25 Summarization
  26. 26 Inductive Summarization
  27. 27 Model Independent Information
  28. 28 RuleBased Model
  29. 29 Summary
  30. 30 Approach
  31. 31 Task Setup
  32. 32 Conclusion
  33. 33 Codex Benchmark
  34. 34 Papers
  35. 35 Github Repository
  36. 36 Questions

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