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Since its release in November, ChatGPT has captured the imagination of the world. People are using it for all kinds of tasks and applications. It has the potential to change popular applications and create new ones.

But ChatGPT has also triggered an AI arms race between tech giants such as Microsoft and Google. This has pushed the industry toward more competition and less openness on large language models (LLM). The source code, model architecture, weights, and training data of these instruction-following LLMs are not available to the public. Most of them are available either through commercial APIs or black-box web applications.