Google's new algorithm is a step toward realizing Google's Pathways AI architecture, provides a peek into the next generation of language models
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Google announced a breakthrough in the effort to create an AI architecture that can handle millions of different tasks, including complex learning and reasoning. The new system is called the Pathways Language Model, referred to as PaLM.
PaLM is able to outperform the current state of the art language models and humans in language and reasoning tests.
But the researchers also point out that they cannot shake the limitations inherent in large-scale languages models that can unintentionally result in negative ethical outcomes.
Background Information
The next few sections are background information that clarify what this algorithm is about.
Few-Shot Learning
Few-shot learning is the next stage of learning that is moving beyond deep learning.
Google Brain researcher, Hugo Larochelle (@hugo_larochelle) said in a presentation titled, Generalizing from Few Examples with Meta-Learning (video) explained that with deep learning, the problem is that they had to collect a vast amount of data that required significant amount of human labor.
He pointed out that deep learning will likely not be the path toward an AI that can solve many tasks because with deep learning,...
Read Full Story: https://www.searchenginejournal.com/google-palm/444585/
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