Insights for Grateful Living

Overview of all risks covered: Table 1.1 Ethical and Social risks of harm from Language Models

I. Discrimination, Exclusion and Toxicity     Mechanism: These risks arise from the LM accurately reflecting natural speech, including unjust, toxic, and oppressive tendencies present in the training data.     Types of Harm: Potential harms include justified offense, material (allocational) harm, and the unjust representation or treatment of marginalized groups. Social stereotypes and unfair discrimination Exclusionary norms Toxic language Lower performance by

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Where you can find Greg Proffit Writing Content

Please access my content at Also on Substack at I will be creating posts on a regular basis listing links to specific articles and stories. As an aspiring writer, hoping to make a living from my work, I cannot post duplicate articles and stories. Medium is a very modest monthly fee $5 and

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