King - man + child = Trump
Henry VI doesn't get murdered early on and his regents do a reasonable job but he did end up dying in the Tower anyway because of the Wars of the Roses which is arguably his fault.
Edward V for example was 12 when he became King of England. His uncle sent him to the Tower of London, "for safety" and he never came out, it is generally assumed he was murdered.
Edward VI dies before reaching majority, and seems mostly to have been used as a device to control England by older men.
Liz I is sometimes portrayed as being a young girl but she's in her mid-20s and has survived Henry VIII's court, so nobody was going to disappear her to the Tower.
Trump is of course an old man with only the mind of a toddler. But England never had any of those, and it has long since moved (after killing Charles I) to a constitutional monarchy, separating the figurehead role (for which I think Trump was suited) from the executive role (for which I think it would be hard to imagine a worse candidate).
Arithmetic is king = royalty + male, while queen = royalty + female
But then it makes all these words just arithmetic values without meaning. Even if the words "royalty" and "male" can be sum or difference of some other words and so on - all are just numbers, no meaning at all.
Also those are not mere numbers here, but vectors. Dimensionality and orthogonality is key to define complex relationships.
And in the Transformer architecture you’re working with embeddings, which are exactly what this article is about, the vector representation of words.
As others already mentioned, the secret is that arithmetic is done on vector in high-dimensional space. The meaning of concepts is in how they relate to each other, and high dimensional spaces end up being a surprisingly good representation.
Give me a better definition of meaning and I might change my mind on the topic.
https://youtu.be/wjZofJX0v4M?si=QEaPWcp3jHAgZSEe&t=802
This even opens up a more data-based approach to linguistics, where it is also heavily used.
> Please don't comment on whether someone read an article. "Did you even read the article? It mentions that" can be shortened to "The article mentions that".
Besides which, this is totally a valid question based on the article. (The temptation to ask if you read it is almost overwhelming!) It talks about how to do arithmetic but not what the result of that will necessarily be. What part of the article are you suggesting answers the question of "cash is king" + "female" - "male"?
There was always these contextual meanings that differ widely.
Like "carrots are orange" is a fact that's generally okay, but is not true at all, carrots come in a very wide range of colors.
But LLMs completely crushed through these problems. And vector embeddings are a bit part of why it worked.
So yeah, somewhere in those vectors is something that says that when cash is king, "king" has no relationship to monarchy.
Then there’s the phonetic angle in addition to the semantic one. Why isn’t cash emperor? Because “cash is king” is alliterative.
Then there’s the orthographic angle: it’s a lot easier to write “king” than “emperor”.
For instance, a CAD object has no notion of what an airplane wing or car wheel are, but it can represent those in a way that how a wing relates to a fuselage is captured in numerical simulations. This is because it doesn't mangle the geometry the user wanted to represent ("what it means", in a geometric sense), although it does make it differ in certain ways that are "meaningless" (e.g. spurious small features, errors under tolerances), much like this representation might do with words.
Back to words, how do you define meaning anyways? I believe I was taught what words "mean" by having objects pointed to as a word was repeated: "cat", says the the parent as they point to a cat, "bird", as they point to a bird. Isn't this also equality/correspondence by relative frequency?
"cash is king". What is queen?
"expenses", obviously. ;)Cash flow, "because you need the ongoing stream, not just a pile of cash, to reign successfully".
Any reason why this is the case?
It is more common for people to personify objects (say, a rock or a frog or a random internet user) as male than female. In many languages, the plural for a group of things is male even if it only has one male element.
A simple charachter like pac man is male in a universal kiki/bouba sense, but the female equivalent needs a bow (it is a more complex specalization of its male counterpart)
Obviously, biologicially male-ness is a specialization of female-ness, because females more resemble unsexed creatures in their ability to reproduce.
But in the latent space of the human mind, or in language I think male is closer to "default" and female is a specialzation of maleness. Even the words female or woman are modifications of the word male or man.
Perhaps this evolved out of primative social structures. If women occupy a more domestic social role and men a more nomadic one, then you would encounter more men in the outer world. So you would generally associate unknown things in the external world as being masculine, and would associate feminity with specific inter-village inter-family things of your local world
CLPadvocate•4d ago
shantara•1h ago
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