Natural Language Is an Unnatural Interface - by Varun

There is nothing, I repeat nothing, more intimidating than an empty text box staring you in the face. Especially if we don’t know who (or what) is on the other end. Yet here we are: You can ask a question, describe a situation for a haiku, or fantasize a new episode of Seinfeld, and it will provide a coherent answer. As you peer into the infinite possibilities opened up by that mere text box, it can be a struggle to string together the correct words. Much like how Googling is an art, so is ChatGPT-ing. In fact, ChatGPT-ing has it’s own name that has gained steam in the last few months: prompt engineering. The magic of ChatGPT is fundamentally its own constraint. As impressive as large language models (LLMs) are, they can be hard to prompt or control in the way that you want. Consider that the input to any LLM is natural language. Just talk to it like how you would talk to a human. Simple right? Not quite. Text input has infinite degrees of freedom. Literally anything and everything can

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