"hn1g.txt" => not available

At that scale it seems like you could just solve the KKT conditions directly. Exaggerating but only a little

Interesting trend of labeling models after how big they are on disk vs how many learnable parameters they have.

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Who cares. This will not get you hired. Why do these submissions get any points at all. The same people who upvote this are the ones seething AI cannot create anything new. I don't see it. Not to shit on the work that went into this.