The authors demonstrated this by injecting Gaussian noise into pre-trained models, noting that performance degraded more sharply the longer the model was trained.

After training, they evaluated Kosmos-1's abilities on several tests, including language understanding, language generation, optical character recognition-free text classification, image ...