Conduct independent research and compile a review report on the use of word embeddings in business and its possible ethical issues. Your report should include the following requirements in order: a) Describe two possible applications of word embedding in business. (4 marks) Hint: For each application, mention what are the motivations/benefits, how it works, what datasets are involved and its results (if known), etc. b) Discuss two popular implicit biases that usually occur in word embedding applications and their possible ethical issues. (4 marks) Hint: Describe each bias, give examples and explain why and how biases occur and may lead to ethical issues. c) Suggest two most important measures/best practices that you think can be used to alleviate the ethically significant harms of these bias problems. Provide justification of your choices and challenges of implementing these measures. (6 marks) Hint: Your suggestions should align with the harms that you have discussed in the previous section (question 1b). You may review the lecture slides and select the relevant knowledge points. You may also need to perform research on literature to explain and support your points.
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