What are the ethical considerations in AI and NLP?
Ethical considerations in AI and NLP include bias, privacy, transparency, and accountability.
Can you explain how bias affects AI models?
Bias in AI models can lead to unfair treatment of certain groups, often reflecting societal prejudices present in training data.
What steps can be taken to mitigate bias?
To mitigate bias, we can use diverse datasets, implement fairness algorithms, and conduct regular audits of AI systems.
How does privacy play a role in NLP?
Privacy is crucial in NLP as it involves processing personal data; ensuring data protection and user consent is essential.
What are some examples of accountability in AI?
Accountability in AI can involve clear guidelines for developers, mechanisms for reporting issues, and legal frameworks to address harms.
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