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ChatGPT .. unpredictable behaviors
… hundreds of “emergent” abilities
… from multiplication to generating executable computer code
… there’s a threshold of complexity beyond which the functionality of the model skyrockets
… not only to identify additional emergent abilities but also to figure out why and how they occur at all — in essence, to try to predict unpredictability
… Understanding emergence
… ChatGPT that it was a Linux terminal and getting it to run some simple mathematical code to compute the first 10 prime numbers
… “zero-shot” or “few-shot” learning .. to solve problems it has never — or rarely — seen before
… Beyond Imitation
… to explain itself (a capacity called chain-of-thought reasoning)
… Unpredictable Powers and Pitfalls
… Emergence leads to unpredictability, and unpredictability — which seems to increase with scaling — makes it difficult for researchers to anticipate the consequences of widespread use.
… “moral self-correction” mode
… We spend a lot of time just chatting with our models and that is actually where you start to get a good intuition about trust — or the lack thereof. /Quanta/23-03-21
Sentience The Invention of Consciousness
… a neuropsychologist argues that consciousness evolved to make us feel that life is worth living
… If perceptions make life possible, sensations make it worth living.
… allowing us access to the rarified condition of having a soul
Nicholas Humphrey Sentience/23-03-18