https://drive.google.com/drive/u/5/folders/1Q1gQMsqVnR0a5XXql5cQoaeUjTL7pNaY

Language as a probabalistic network

Words get their meaning from probabalistic association with other words:

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Language as a generative, evolving system

Words shakespeare invented—filling in the adjacent possible

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Tip of the linguistics iceberg, predates LLMs

“the limits of my language mean the limits of my world” - Wittgenstein

Wittgenstein: the world is as we describe it

vs.

Plato: language strives to describe the world as it is

Background theory for the question that’s occupied me: will machines ever invent words like shakespeare did?

Screenshot 2025-04-18 at 6.25.36 AM.png

In probabalistic terms, this means filling in or expanding the semantic space

Progression of Technical Experiments

  1. One dimensional space

    Vectorizing animals on one dimension and seeing how LLM fills in space with existing animals

Screen Recording 2025-03-07 at 8.58.42 AM.mov

  1. Two dimensional space: Animal UMAP

    Vectorizing animals on two dimension with UMAP and seeing how LLM fills in space with exisitng animals

    Screen Recording 2025-03-07 at 9.02.14 AM.mov