LGMar 31, 2022

A 23 MW data centre is all you need

arXiv:2203.17265v1
Originality Synthesis-oriented
AI Analysis

This work addresses a satirical and incremental problem for researchers and the public by humorously questioning the limits of technological advancement.

The paper examines whether technological progress in machine learning can continue indefinitely, concluding that it will peak at a specific date and time (3:07 am BST on 20th July 2032), and proposes an algorithm to leverage this moment to make British spelling dominant in global word processing software.

The field of machine learning has achieved striking progress in recent years, witnessing breakthrough results on language modelling, protein folding and nitpickingly fine-grained dog breed classification. Some even succeeded at playing computer games and board games, a feat both of engineering and of setting their employers' expectations. The central contribution of this work is to carefully examine whether this progress, and technology more broadly, can be expected to continue indefinitely. Through a rigorous application of statistical theory and failure to extrapolate beyond the training data, we answer firmly in the negative and provide details: technology will peak at 3:07 am (BST) on 20th July, 2032. We then explore the implications of this finding, discovering that individuals awake at this ungodly hour with access to a sufficiently powerful computer possess an opportunity for myriad forms of long-term linguistic 'lock in'. All we need is a large (>> 1W) data centre to seize this pivotal moment. By setting our analogue alarm clocks, we propose a tractable algorithm to ensure that, for the future of humanity, the British spelling of colour becomes the default spelling across more than 80% of the global word processing software market.

Foundations

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