My answer would be a clear "no" to all of these, even though the content ultimately ends up fully copy-pasted from an LLM in all those cases.
My answer would be a clear "no" to all of these, even though the content ultimately ends up fully copy-pasted from an LLM in all those cases.
Yes, machine translations are AI-generated content - I read foreign-language news sites which sometimes has machine translation articles and the quality stands out and not in a good way.
"Maybe" for "writing on paper and using LLM for OCR". It's like automatic meeting transcript - if the speaker has perfect pronunciation, it works well. If they don't, then the meeting notes still look coherent but have little relationship to what speaker said and/or will miss critical parts. Sadly there is no way for reader to know that from reading the transcript, so I'd recommend labeling "AI edited" just in case.
Yes, even if "they give the AI a very detailed outline, constantly ask for rewrites, etc.." it's still AI generated. I am not sure how can you argue otherwise - it's not their words. Also, it's really easy to convince yourself that you are "ruthless in removing any facts they're not 100% sure" while actually you are anything but.
"What if they only use AI to fix the grammar and rewrite bad English into a proper scientific tone?" - I'd label it "AI-edited" if the rewrites are minor or "AI-generated" if the rewrites are major. This one is especially insidious as people may not expect rewrites to change meaning, so they won't inspect them too much, so it will be easier for hallucinations to slip in.
Honestly, I think that's a tough one.
(a) it "feels" like you are doing work. Without you the LLM would not even start. (b) it is very close to how texts are generated without LLMs. Be it in academia, with the PI guiding the process of grad students, or in industry, with managers asking for documentation. In both cases the superior takes (some) credit for the work that is in large parts by others.
At least in academia, if PI takes credit for student's work and does not list them as co-author, it's considered widely unethical. The rules there are simple - someone contributed to the text, they get onto the author list.
If we had same same rule for blogs - "this post is authored by fho and ChatGPT" - then I'd be completely satisfied, as this would be sufficient AI disclosure.
As for industry, I think the rules are very different place-by-place. In some places the authorship does not even come up - the slide deck/document can contain copies from random internet sites, or some previous version of the doc, and the reference will only be present if there is a need (say to lend an authority)
[1] https://github.com/rspeer/wordfreq/blob/master/SUNSET.md
These are immediately, negatively obvious as AI content.
For the other questions the consensus of many publications/journals has been to treat grammar/spellcheck just like non-AI but require that other uses have to be declared. So for most of your questions the answer is a firm "yes".
Like for your last example: to me, the concept "proper scientific tone" exists because humans hand-typed/wrote in a certain way. If we use AI edited/transformed text to act as a source for what "proper scientific tone" looks like, we still could end up with an echo chamber where AI biases for certain words and phrases feed into training data for the next round.
Being strict about how we mark text could mean a world where 99% of text is marked as AI-touched and less than 1% is marked as human-originated. That's still plenty of text to train on, though such a split could also arguably introduce its own (measurable) biases...
That’s how it works with humans too. “That sounds professional because it sounds like the professionals”.
The new encoding can contain a FLOAT32 side channel on every character, to represent its proportional "AI-ness" – kinda like the 'alpha' transparency channel on pixels.
> What if they give the AI a very detailed outline, constantly ask for rewrites and are ruthless in removing any facts they're not 100% sure of if they slip in?