[renewiltord]

Interesting. I understood it immediately, but I'm a pretty smart guy and can comprehend things without them being explicit, so I asked Claude.ai to see if it could do it.

> Prompt: I saw a headline titled "Ford's Battery Flagship Socked by Mold Sickness, Workers Say". What do they mean by "flagship", a literal ship?

> Claude Opus: No, in this context, "flagship" is not referring to a literal ship. In business and marketing, the term "flagship" is often used to describe the most important or leading product, location, or division of a company.

> In the headline you mentioned, "Ford's Battery Flagship" likely refers to the company's primary or most advanced battery manufacturing facility or division. This facility or division is considered the "flagship" because it plays a crucial role in Ford's strategy to develop and produce batteries for their electric vehicles.

> So, when the headline states that the "Battery Flagship" is "Socked by Mold Sickness," it means that this important battery facility is facing issues related to mold growth, which is reportedly causing health problems for the workers.

But Claude Opus is a remarkable LLM. Very powerful. Mixtral 8x7B quantized down to 4 bits is also a remarkable LLM, but much smaller and runs on my laptop. I gave it the same prompt.

> Mixtral 8x7b: "Flagship" in this context refers to the main facility or center of operation for a certain activity or product. In this case, it refers to Ford's main battery production plant.

That was generated in 1.2 s. Not bad. Checking the actual article, it appears that is what the article is about. In a world-modeling and text-comprehension sense these models appear to beat many human beings on meaning inference in ambiguous contexts. Quite cool! One can imagine a future where humans without this inference skill can use a rapid-response text model to auto-translate things down to their comprehension level.

After all, this entire discussion tree is a discussion about communication breakdown. It would be entirely obviated if these LLMs were placed in the comprehension path. Then we'd be operating at a higher level of discussion: talking about the referent rather than the reference, so to speak!

[Pamar]

While I understand fairly well what "Flagship" means in business context... my immediate assumption would be "top EC model", considering that Ford is an automotive brand.

To give you another example: if I read "Uniqlo flagship in Berlin is plagued by mold" I immediately understand the implied term (flagship STORE) but if the title say omits "in Berlin" I would try to figure out if maybe there is a new type of mold that destroy... what? Heattech? Pima cotton?

[Dylan16807]

I normally don't like AI quoting comments but I think you're fine here.

Complaining that "flagship" has to be an adjective unless it's literally a ship is silly.

I have some issues with the title, but not flagship-as-noun.

[renewiltord]

Yeah, I know the forum dislikes LLM-posted comments but I thought it was a pretty good opportunity to show how it could improve human-to-human comms. I think if we'd like we could each get a lot more information extraction ability from the world with this new machinery.

We think about the technology as accelerating development of other stuff purely through generation: code, images, video, sound. But it could actually accelerate comprehension of text because in many cases its skill at teasing out value outstrips ours.

The future is bright!

[refulgentis]

It's dumb:

- OP didn't say they didn't know what it meant

- it doesn't help improve human-to-human comms to have someone:

-- take up 80% of my screen

-- with a copy-and-pasted obvious take

-- unedited

-- from a text generator

-- that has been RLHF'd to chain of thought

I love LLMs and quit my job to work with them, but this ain't it, or an opportunity to extol about bright futures and stuff.

[Dylan16807]

> OP didn't say they didn't know what it meant

They said it makes no sense, so yes they did say that.

> it doesn't help improve human-to-human comms to have someone:

It's what the comment deserved for saying it makes no sense. Showing the dumb AI understands instantly.

And the conversation was already an overly large tangent.

[refulgentis]

> They said it makes no sense,

No, they didn't

[Dylan16807]

They compared it to a sentence that doesn't make sense, and said "makes no more sense".

If they weren't saying "flagship" makes no sense as a non-ship noun, then they used the wrong words.

Oh unless by OP you meant someone other than jvanderbot, but jvanderbot is the person that prompted the claude reply. It wasn't a reply to duxup, who didn't even mention the headline.

[renewiltord]

It was a demo on how to use the tool. Would you like to learn how to? Try the following steps to construct a prompt on Claude Opus:

1. Type in "I saw this comment on Hacker News:"

2. Hit `>` to start a blockquote.

3. Paste in my entire previous comment

4. Type in "Is this person saying that we should copy-and-paste LLM output as comments to others? Could you explain what he is suggesting I should do if I misunderstand?"

5. Hit Enter

I just tried it and the explanation is right on the money. Not everyone can pick up on human language well, even if they're skilled at other stuff.

You can repeat that with the original sequence of comments as well.

0. Type in "I saw this sequence of Hacker News comments:"

1. Paste in Arrakeen's comment in a blockquote starting with "FWIW I agree with you"

2. Create a nested blockquote with the next response '"Flagship" means important.'

3. Create a third level of nesting with the next response Ford's battery "Important"

4. Exit the nesting and ask: "Does it appear that these people understand what "Ford's battery flagship" means or are they confused by the term?"

And it will correctly detect that they were confused as they said:

> FWIW I agree with you. The title hardly makes sense to me as well. "Ford's Battery Flagship" - even after reading the article I'm still not sure what this is.

See, he does not know what it means, but if he had asked a high-powered LLM it would immediately have gotten him there and saved him some time commenting. And it looks like you could have too! It's really pretty good stuff. Thanks for working on them.

[arrakeenrevived]

I think my original comment about "flagship" was worded poorly, and has led this thread down a path I didn't intend.

I know what "flagship" means, and I did correctly assume that the article was trying to convey importance of _something_ related to Ford (my first thought was a flagship car model, but after reading the article I can infer it's about some sort of factory). My gripe with the title is that the article doesn't actually explain why or how it is important, and just assumes you will take the "Ford's Flagship..." description at face value and trust the author that it's important. It's unsurprising to me that an LLM would interpret it this way, because you asked it to just interpret the headline, which it did.

However, in _my_ reading of the article, I'm skeptical of the "Flagship" claim in the article because 1) it is never really explained and 2) the article seems to be going extra hard (too hard) to imply this is a big deal by attaching a bunch of other names (Joe Biden, Department of Energy, Inflation Reduction Act, multiple contracting companies, a SK investment company, state of Kentucky) to the project, but again never really explains why or how. It's almost like the journalistic equivalent of an appeal to authority, I guess.