12/14/2022 -
For decades, natural language processing (NLP) has provided methods for computers to understand language in a way that mimics humans. Since they are built on transformers, complex neural network layers, these large language models' decision making processes are usually incomprehensible to humans and require large amounts of data to be trained properly. In the past, researchers have tried to remedy this by having models explain their decisions by providing rationales, short excerpts of data that contributed most to the label.
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03/07/2022 -
When people think of content moderation, they usually imagine some kind of AI program that automatically monitors social media posts to delete inappropriate content. Though some content moderation is indeed performed by AI, a huge part of it is still done manually by people because moderation remains too difficult and nuanced for AI to perform well. In fact, over 100,000 content moderators work globally today to keep the internet safe for the rest of us.
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