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