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The Era of Exploration

Large language models are the unintended byproduct of about three decades worth of freely accessible human text online. Ilya Sutskever compared this reservoir of information to fossil fuel , abundant but ultimately finite. Some studies suggest that, at current token‑consumption rates, frontier labs could exhaust the highest‑quality English web text well before the decade ends. Even if those…

A compression perspective on curriculum learning

A fundamental property of an intelligent system is the ability to predict, be it predicting the label of an image, the optimal action to take, or the next token in a sentence. Having a good predictive model is intimately tied to having a good compression algorithm. Conversely, a strong compression algorithm must have a good model that can identify and leverage patterns in the data. While the…

Adaptive Data Optimization