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This paper is available on arxiv under CC 4.0 license.
Authors:
(1) Muhammed Yusuf Kocyigit, Boston University;
(2) Anietie Andy, University of Pennsylvania;
(3) Derry Wijaya, Boston University.
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Table of Links
Abstract and Intro
Related Works
Data
Method
Analysis and Results
Conclusion
Limitations
Ethics Statement and References
Appendix: Toxicity Measurement
Appendix: Correlation Over Time
Appendix: Wikidata
Appendix: Hyperparameter Sensitivity
Appendix: Hyperparameter Sensitivity
We conduct our experiments with an array of hyperparameters to observe the effects of the sampling size and the negative sampling ration and observe that the results are relatively stable. Below are the results for k=[500K, 1M] and n=[1,4,10,20]