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Bias in Language Processing Trained on FDA Regulatory Documents - Vimarsana News

Bias in Language Processing Trained on FDA Regulatory Documents

Any word embeddings, because they are trained on human input, will have biases. That’s true because no human is free from bias, so any machine learning model trained on that human input will have those biases. We must be aware of those biases in language processing.

Unpacking Averages: Searching for Bias in Word Embeddings Trained on FDA Regulatory Documents | Epstein Becker & Green - Vimarsana News

Unpacking Averages: Searching for Bias in Word Embeddings Trained on FDA Regulatory Documents | Epstein Becker & Green

This post explores how bias can creep into word embeddings like word2vec, and I thought it might make it more fun (for me, at least) if I analyze a model trained on what you, my readers...

Unpacking Averages: Using NLP to Assess FDA's Compliance with Notice and Comment in Guidance Development | Epstein Becker & Green - Vimarsana News

Unpacking Averages: Using NLP to Assess FDA's Compliance with Notice and Comment in Guidance Development | Epstein Becker & Green

Introduction - Let’s say FDA proposed a guidance document that would change the definition of “low cholesterol” for health claims. Now let’s say that when FDA finalized...