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AI safety needs social scientists
We’ve written a paper arguing that long-term AI safety research needs social scientists to ensure AI alignment algorithms succeed when actual humans are involved. Properly aligning advanced AI systems with human values requires resolving many uncertainties related to the psychology of human rationality, emotion, and biases. The aim of this paper is to spark further collaboration between machine learning and social science researchers, and we plan to hire social scientists to work on this full ti...
Better language models and their implications
We’ve trained a large-scale unsupervised language model which generates coherent paragraphs of text, achieves state-of-the-art performance on many language modeling benchmarks, and performs rudimentary reading comprehension, machine translation, question answering, and summarization—all without task-specific training.
Better language models and their implications
We’ve trained a large-scale unsupervised language model which generates coherent paragraphs of text, achieves state-of-the-art performance on many language modeling benchmarks, and performs rudimentary reading comprehension, machine translation, question answering, and summarization—all without task-specific training.
Removing Coordinated Inauthentic Behavior From Moldova - meta.com
Removing Coordinated Inauthentic Behavior From Moldova meta.com
Model S Pano Roof Rack Installation - Tesla
Model S Pano Roof Rack Installation Tesla
Why We Disagree With the Bundeskartellamt - meta.com
Why We Disagree With the Bundeskartellamt meta.com
Banning More Dangerous Organizations from Facebook in Myanmar - meta.com
Banning More Dangerous Organizations from Facebook in Myanmar meta.com
Removing Coordinated Inauthentic Behavior From Iran - meta.com
Removing Coordinated Inauthentic Behavior From Iran meta.com
Customer Support - Tesla
Customer Support Tesla
Designing Security for Billions - meta.com
Designing Security for Billions meta.com
Meet Scout - About Amazon
Meet Scout About Amazon
Making Pages More Transparent and Accountable - meta.com
Making Pages More Transparent and Accountable meta.com
Facebook and the Technical University of Munich Announce New Independent TUM Institute for Ethics in Artificial Intelligence - meta.com
Facebook and the Technical University of Munich Announce New Independent TUM Institute for Ethics in Artificial Intelligence meta.com
Removing Coordinated Inauthentic Behavior from Russia - meta.com
Removing Coordinated Inauthentic Behavior from Russia meta.com
Banning Twinmark Media Enterprises in the Philippines from Facebook - meta.com
Banning Twinmark Media Enterprises in the Philippines from Facebook meta.com
Schedule and Manage Tesla Service Appointments - Tesla
Schedule and Manage Tesla Service Appointments Tesla
Preparing for a Mobile Service Appointment - Tesla
Preparing for a Mobile Service Appointment Tesla
How AI training scales
We’ve discovered that the gradient noise scale, a simple statistical metric, predicts the parallelizability of neural network training on a wide range of tasks. Since complex tasks tend to have noisier gradients, increasingly large batch sizes are likely to become useful in the future, removing one potential limit to further growth of AI systems. More broadly, these results show that neural network training need not be considered a mysterious art, but can be rigorized and systematized.
How AI training scales
We’ve discovered that the gradient noise scale, a simple statistical metric, predicts the parallelizability of neural network training on a wide range of tasks. Since complex tasks tend to have noisier gradients, increasingly large batch sizes are likely to become useful in the future, removing one potential limit to further growth of AI systems. More broadly, these results show that neural network training need not be considered a mysterious art, but can be rigorized and systematized.
Facebook Watch: What We’ve Built and What’s Ahead - meta.com
Facebook Watch: What We’ve Built and What’s Ahead meta.com