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A Novel Method for Analysing Racial Bias: Appendix: Hyperparameter Sensitivity
by EScholar: Electronic Academic Papers for ScholarsMay 14th, 2024
Too Long; Didn't Read
In this study, researchers propose a novel method to analyze representations of African Americans and White Americans in books between 1850 to 2000.
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.
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]
L O A D I N G
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