Data Ethics Repository

Tag: Natural Language Processing Technology

Lipstick on a Pig: Debiasing Methods Cover up Systematic Gender Biases in Word Embeddings But do not Remove Them

Debiasing, Gender Bias, Natural Language Processing Technology, Word Embeddings

Author: Hila Gonen, Yoav Goldberg; Publisher: Allen Institute for Artificial Intelligence; Publication Year: 2019. The following study talks about gender bias in word embeddings, an important component in Natural Language Processing. There have been debiasing…
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Ethics in Natural Language Processing

Aggregation Bias, Deployment Bias, Evaluation Bias, Learning Bias, Natural Language Processing Technology, Slang

Author: Future Analytica; Publisher: Medium; Publication Year: 2022. The following article discusses data ethics in context of natural language processing. Several types of bias that we need to watch out for are learning bias, evaluation…
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Data Statements for Natural Language Processing: Toward Mitigating System Bias and Enabling Better Science

Data Statements, Natural Language Processing Technology

Author: Emily M. Bender, Batya Friedman; Publisher: MIT Press Direct; Publication Year: 2018. In the following paper, data statements are proposed as a design solution and professional practice for natural language processing technologists, in both…
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