Papers with propensity matching
Unsupervised Discovery of Implicit Gender Bias (2020.emnlp-main)
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| Challenge: | Social biases are difficult to identify because human judgements in this domain can be unreliable. |
| Approach: | They propose an unsupervised approach to detecting implicit gender bias in text . their main challenge is forcing the model to focus on signs of implicit bias . |
| Outcome: | The proposed model reduces the influence of confounds by focusing on signs of implicit bias rather than other artifacts in the data. |