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Yeah I don't think it will ever make sense to think about Transformer models as 'understanding' something. The approach that I suggested would replace that with
by t_mann 3y ago
Yeah I don't think it will ever make sense to think about Transformer models as 'understanding' something. The approach that I suggested would replace that with rather simple logic like answer_variance > arbitrary_threshold ? return 'I don't know' : return $original_answer
It's not a fundamental fix, it doesn't even change the model itself, but the output might be more useful. And then there was just some speculation how you could try to train a new AI mimicking the more useful output. I'm sure smarter people than me can come up with way smarter approaches. But it wouldn't have to do with understanding - when I said the tool should return 'I don't know' above, I literally meant it should return that string (maybe augmented a bit by some pre-defined prompt), like a meaningless symbol, not any result of anything resembling introspection.