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PaperclipPerfector  1yr ago (text post)   37122 thread views

Culture War Roundup for the week of April 10, 2023

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All "understanding" the 'difference between true and false' is is adding a parameter to your own LLM that restricts output to sequences that are broadly congruent with your human memory.

I feel like I've already addressed this very argument at length. How exactly do you propose to define "congruent with your human memory" in such a way that GPT restrict its outputs to those that match these criteria?

I feel like you're blindly diving head first into the pit-trap Minsky merely stumbled upon. All we have to do add a parameter for 'is a picture of bird' how hard could it be? Quite hard, as it would turn out.

Or it is literally just a parameter (PDF).

At a high level, we first identify a sparse set of attention heads with high linear probing accuracy for truthfulness. Then, during inference, we shift activations along these truth-correlated directions. [...] ITI results in a significant performance increase on the TruthfulQA benchmark.

Naming a parameter does not make it so. Adding a parameter labeled "truth value" is trivial, measuring truth value and assigning that measument to a parameter is not.

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