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Comment by danielmarkbruce

14 hours ago

You’re lost in abstractions. ‘King’ and ‘queen’ and 'man' etc etc aren’t algebraic symbols, they’re mapped to vectors of real numbers. The model learns those mappings, then we just add and subtract numbers element wise. That’s it. You’re giving a group theory lecture about an operation that’s literally just a[i] + b[i]. The semantics come from training, not from some deep mathematical revelation you think everyone missed.

  > they’re mapped to vectors of real numbers

Yes, I'm in agreement here. But you need to tell me how

  a - a + a = b

Use what ever the fuck you want for a. A vector (e.g. [1,2,3]), a number (e.g. 1), an embedding (e.g. [[1,2,3],[4,5,6]]), words (e.g. "man"), I really don't give a damn. You have to tell me why b is a reasonable answer to that equation. You have to tell me how a==b while also a!=b.

Because I expect the usual addition to be

  a - a + a = a

This is the last time I'm going to say this to you.

You're telling me I'm lost in abstraction and I'm telling you is not usual addition because a != b. That's it! That's the whole fucking argument. You literally cannot see the contradiction right in front of you. The only why it is usual addition is if you tell me "man == woman" because that is literally the example from several comments ago. Stop being so smart and just read the damn comment