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L \'VZIMBABWEANGOVERNMENT GAZETTE Published by AuthorityVol. LXXXVin, No. 3321st MAY, 2010G e n e ra ] N o tic e 8 7 o f 2 0 1 0 . LABOURPrice US$2,00is s u e d S p e c ia l G r a n t N o . 5 1 0
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Word embeddings bias refers to the inherent biases that can appear in word embeddings, which are vector representations of words or phrases. These biases can reflect and perpetuate stereotypes and social prejudices present in the training data.
Organizations and individuals utilizing word embeddings in their machine learning applications may be required to file disclosures related to biases, especially if these embeddings influence decision-making processes that affect individuals or groups.
To fill out word embeddings bias disclosures, one should document the methodology used for generating embeddings, any identified biases, mitigation strategies, and any impacts these biases may have on outcomes or decisions.
Information that must be reported includes the nature of the embeddings, the data sources used, any identified biases, and the steps taken to address or mitigate these biases.
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