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Found 6 papers, 1 papers with code
Surveying the Dead Minds: Historical-Psychological Text Analysis with Contextualized Construct Representation (CCR) for Classical Chinese
In this work, we develop a pipeline for historical-psychological text analysis in classical Chinese.
Social-Group-Agnostic Word Embedding Debiasing via the Stereotype Content Model
Existing word embedding debiasing methods require social-group-specific word pairs (e. g., "man"-"woman") for each social attribute (e. g., gender), which cannot be used to mitigate bias for other social groups, making these methods impractical or costly to incorporate understudied social groups in debiasing.
Hate Speech Classifiers Learn Human-Like Social Stereotypes
Social stereotypes negatively impact individuals' judgements about different groups and may have a critical role in how people understand language directed toward minority social groups.
Improving Counterfactual Generation for Fair Hate Speech Detection
By applying logit pairing to equalize outcomes on the restricted set of counterfactuals for each instance, we improve fairness metrics while preserving model performance on hate speech detection.
Fair Hate Speech Detection through Evaluation of Social Group Counterfactuals
Counterfactual token fairness for a mentioned social group evaluates the model's predictions as to whether they are the same for (a) the actual sentence and (b) a counterfactual instance, which is generated by changing the mentioned social group in the sentence.
Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes
Official reports of hate crimes in the US are under-reported relative to the actual number of such incidents.
