Audalin

I knew a Horn of Plenty is a good choice, but I didn't think it's that good. Thanks!

Oh, forgot about healing wells, thanks for the reminder. You should probably be able to throw the ankh directly too? But I don't encounter them every run (e.g. didn't have any this one) so they aren't reliable.

I know ascending is easy (did it many times, though only with 0-1 challenges, none of them Swarm Intelligence) and adds a 1.25 multiplier and I'll do it when I go for that badge - but I didn't plan for it (thought 6 challenges would be 2-3x harder than it turned out) so I wasn't prepared to ascend this run. I'd have probably died in the 21-24 zone.

So you think it should be On Diet? Hmm, maybe. But exploration with both On Diet and Into Darkness will be challenging.

My intuition:

• There're "genuine" instances of hapax legomena which probably have some semantic sense, e.g. a rare concept, a wordplay, an artistic invention, an ancient inside joke.
• There's various noise because somebody let their cat on the keyboard, because OCR software failed in one small spot, because somebody was copying data using a noisy channel without error correction, because somebody had a headache and couldn't be bothered, because whatever.
• Once a dataset is too big to be manually reviewed by experts, the amount of general noise is far far far larger than what you're looking for. At the same time you can't differentiate between the two using statistics alone. And if it was manually reviewed, the experts have probably published their findings, or at least told a few colleagues.
• Transformers are VERY data-hungry. They need enormous datasets.

So I don't think this approach will help you a lot even for finding words and phrases. And everything I've said can be extended to semantic noise too, so your extended question also seems a hopeless endeavour when approached specifically with LLMs or big data analysis of text.

LLaMA can't. Chameleon and similar ones can:

• https://arxiv.org/abs/2405.09818

For Tolkien's work, there is the twelve volume "The Complete History of Middle Earth" which is about as inside baseball as you can get for Tolkien.

I'd replace HoME with Parma Eldalamberon, Vinyar Tengwar and other journals publishing his early materials here.

Recommending Italo Calvino's Six Memos for the Next Millennium, the lectures he has been preparing shortly before his death.

Not an assembly guide for a work of literature, but it'll help your own process if it's already ongoing and you want to improve.

The lectures also have some comments on what Calvino himself was doing here and there and why.

For me specifically, if spoilers hurt a book, it probably wasn't worth reading in the first place. I love when authors demonstrate mastery of language and narration, and no amount of spoilers can overshadow the direct experience of witnessing it enacted.

ChatMusician isn't exactly new and the underlying dataset isn't particularly diverse, but it's one of the few models made specifically for classical music.

Are there any others, by the way?

If you were an author here, how would you approach writing alt texts for this article?

• https://arxiv.org/abs/2303.10798

Maybe alt texts aren't the way to accessibility.

One upside of visual LLMs is that the user can prompt them, effectively interrogating the picture (but good luck debugging occasional nvidia/amd driver issues breaking the inference engine without using your sight).

I wonder how screen readers handle complex TikZ/PGF diagrams (converted to HTML or not, they aren't very accessible). Multimodal LLMs?

I wonder how much Beckett was inspired by this while writing Rough for Theatre II:

B: [Hurriedly.] ‘… morbidly sensitive to the opinion of others at the time, I mean as often and for as long as they entered my awareness–’ What kind of Chinese is that? A: [Nervously.] Keep going, keep going! B: ‘… for as long as they entered my awareness, and that in either case, I mean whether such on the one hand as to give me pleasure or on the contrary on the other to cause me pain, and truth to tell–’ Shit! Where’s the verb? A: What verb? B: The main! A: I give up. B: Hold on till I find the verb and to hell with all this drivel in the middle. [Reading.] ‘… were I but … could I but …’ –Jesus!–‘… though it be … be it but…’–Christ!–ah! I have it–‘… I was unfortunately incapable …’ Done it! A: How does it run now? B: [Solemnly.] ‘… morbidly sensitive to the opinion of others at the time …’–drivel drivel drivel–‘… I was unfortunately incapable–’ [The lamp goes out. Long pause.]

Both work very well for the entire journey there and back. I use the first I get my hands on (typically scale armour) and upgrade it to +8. But if it's plate armour, you might have to start using it before gaining the necessary strength, so be ready to spend more time and food on a few levels in the prison area.