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Conference: Transform X 2021
Authors: Clement Delangue
2021-10-07
tldr - powered by Generative AI
Transformers are becoming the most impactful tech of the decade, but it's important to ensure they are used in an ethical and transparent manner.
- Transformers have enabled huge advances in NLP like next sentence prediction, question answering, and text summarization.
- Transformers have become the new default way of building technology.
- There are important limitations today, such as bias in models like BERT.
- It's important to invest heavily in machine learning ethics and transparency.
- Initiatives like model cards and data measurement tools can help ensure AI fairness.