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University of Copenhagen: Our computers are sexist towards male and female politicians

University of Copenhagen: Our computers are sexist towards male and female politicians
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United Kingdom , Isabelle Augenstein , Cambridge University , University Of Copenhagen Department Computer Science , University Of Copenhagen , Danish Broadcasting Corporation , Danmarks Frie Forskningsfond , Computer Science , Natural Language Processing ,

Our computers are sexist towards male and female politicians

Female politicians are often described as ‘beautiful’ or ‘hysterical’ in language models, while descriptors like ‘brave’ and ‘independent’ are ....

United Kingdom , Isabelle Augenstein , Ida Eriksen , Cambridge University , University Of Copenhagen Department Computer Science , University Of Copenhagen , Danish Broadcasting Corporation , Danmarks Frie Forskningsfond , Computer Science , Natural Language Processing ,

Finding the Words to Say: Hidden State Visualizations for Language Models

Finding the Words to Say: Hidden State Visualizations for Language Models
By visualizing the hidden state between a model s layers, we can get some clues as to the model s thought process .
Figure: Finding the words to say
After a language model generates a sentence, we can visualize a view of how the model came by each word (column). Each row is a model layer. The value and color indicate the ranking of the output token at that layer. The darker the color, the higher the ranking. Layer 0 is at the top. Layer 47 is at the bottom.
Model:GPT2-XL
Part 2: Continuing the pursuit of making Transformer language models more transparent, this article showcases a collection of visualizations to uncover mechanics of language generation inside a pre-trained language model. These visualizations are all created using Ecco, the open-source package we re releasing ....

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