OlmoEarth v1.1: A more efficient family of OlmoEarth models

Abstract

We present a set of improvements to the OlmoEarth family. These improvements allow us to cut compute costs during training (1.7 × reduction in GPU hours required to train our Base models) and inference (2.9× reductions in MACs on Sentinel-2 tasks), while maintaining the models' overall performance. All training code is available at github.com/allenai/olmoearthpretrain.

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