Wikipedia talk:WikiProject AI Cleanup

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Updating G15

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With the recent amendment to WP:NEWLLM to prohibit the use of LLMs to generate or rewrite article content, I think its time to update G15 to encapsulate AI-generated articles generally, not simply unreviewed ones.

Some clear cut signs I'm thinking of: presence of turn0search0, attributableIndex, oaicite, or having a majority of citations include utm_source=chatgpt.com.

It might also be worth emphasizing that WP:AfD or getting consensus for WP:LLMPROD are better for less clear-cut cases. Ca talk to me! 00:44, 29 May 2026 (UTC)Reply

Yep, all the unambiguous cases (like turn0search0 or oaicite) should definitely go there at the very least. I was thinking of also revisiting the Markdown criterion, but it doesn't seem to be a thing with newer models anymore, so I'm not sure how relevant it would be. Chaotic Enby (in solidarity · talk · contribs) 00:49, 29 May 2026 (UTC)Reply
Markdown is something that I still routinely see, mostly as **markdown bolding**. But there's one specific Markdown element that I want to see added as a G15 criteria, when an edit is surrounded in a markdown code block:
```wiki

```
There's usually perfectly valid Wikitext between ```wiki and ```,[1] and I'm pretty sure that this happens when someone asks a chatbot to generate a page in wikitext markup and the bot delivers it in a formatted code block for the user.
The leading ```wiki isn't always present (it's more obvious and so users are more likely to see and remove it), so the trailing ``` would need to be sufficient on it's own for G15. --gurkubondinn 10:21, 29 May 2026 (UTC)Reply
Huh, didn't expect it to still be so common, but that's definitely a good catch and should be added! Chaotic Enby (in solidarity · talk · contribs) 10:27, 29 May 2026 (UTC)Reply
I don't really know how common it is, because the edit filter 1369 (hist · log) doesn't match for triple backticks (and I think it would be better to have a separate filter for these code block markers). This is one of the reasons that I've been considering requesting permissions for edit filters, but the granting criteria seems hard to meet. Finding these is almost always a surefire way of spotting an AI-wielding user though, yesterday I ended up draftifing c.~25 AI-generated articles after I spotted an edit with a markdown codeblock. --gurkubondinn 10:37, 29 May 2026 (UTC)Reply
By coincidence I spoke to @Daniel Quinlan about the triple backticks just a couple of days ago and he added it to 1369, so hopefully that should catch these going forward. There are a very few existing cases where it's used in legitimate wikitext (usually to mark up an ASCII code sample) but overwhelmingly it seems to appear in definitely or at least plausibly AI edits.
I think most of the examples I found had only the start or end backticks, not both. Interestingly, some were relatively small edits including the ``` - so presumably some people are using it to generate individual snippets (eg single paragraphs or references) and not just entire pages. Andrew Gray (talk) 12:50, 29 May 2026 (UTC)Reply
The utm_source could have come from someone using ChatGPT to find sources, and not to write content, so I don't think that should be in G15. Adding the rest of the things you mentioned makes a lot of sense. InfernoHues (talk) 01:41, 29 May 2026 (UTC)Reply
Forgot to mention -- G15 really needs a disclaimer about the need to check Wayback Machine to ensure citations are genuinely nonexistent. Ca talk to me! 05:37, 29 May 2026 (UTC)Reply
That depends on when the article was created/when the citation was added. If someone adds a link today to somewhere that existed five years ago, that is still a nonsensical citation (probably hallucinated), and they did not read the source themselves. Because if you are reading a now-dead source, then you are reading it on Wayback Machine (or on any other internet archive), so you would copy that link. You wouldn't strip out the https://web.archive.org/... part first. --gurkubondinn 10:10, 29 May 2026 (UTC)Reply
Not necessarily, e.g. you could be copying the reference from somewhere else (on or off Wikipedia), you could have viewed it a few days ago when it was working, etc. It's not something reliable enough for speedy deletion. Thryduulf (talk) 10:26, 29 May 2026 (UTC)Reply
That's why I said "five years" in my reply, because I meant in a timeframe that is unreasonable between reading a source and then using it in an edit. Fair point on copying from elsewhere, though. But I think that this would be reliable enough for speedy deletion if the criteria would require multiple (maybe 3+) instances of this? But just on its own, I agree with you that it doesn't work as a speedy deletion criteria (thought it is an AISIGN in and of itself, and it most likely also means that the user has not read the source that they are citing). --gurkubondinn 10:41, 29 May 2026 (UTC)Reply
I never seen AI cite the Wayback Machine before. Ca talk to me! 11:16, 29 May 2026 (UTC)Reply
It seems to have "learned" about it somewhat recently. But afaik, The Internet Archive are not super happy about being scraped by these companies (and neither should they, their scrapers are ridiculously aggressive and badly implemented). Maybe some of them are using the API to search for archived snapshots now? --gurkubondinn 11:24, 29 May 2026 (UTC)Reply
Never mind, I just sent ChatGPT the prompt search up in Wayback Machine for 2008 version of wikipedia's page on Cats and it dutifully gave this Wayback Machine link. So, yeah, I agree it seems to know how to cite WM.
However, I do suspect its hallucinated (instead of making use of RAG/actually searching in WM) as the WM does not appear in the "sources" list and the timestamp on the url doesn't seem to match the one on the actual snapshot. Ca talk to me! 11:40, 29 May 2026 (UTC)Reply
Yep, the Wayback Machine will redirect you to the "nearest" snapshot if you give it a non-existing timestamp.
$ https --headers "https://web.archive.org/web/20080705195056/https://en.wikipedia.org/wiki/Cat" | grep -E "^(HTTP|location)"
HTTP/1.1 302 FOUND
location: https://web.archive.org/web/20080625213031/http://en.wikipedia.org/wiki/Cat
I've noticed this with AI-generated references to Wayback Machine (haven't seen AI-generated references to any other internet archives yet) for a while now. --gurkubondinn 12:03, 29 May 2026 (UTC)Reply

that is still a nonsensical citation

Just to clarify my own words here, I didn't mean this as "meets the 'nonsensical references' criteria for G15". I just meant it in the sense "that still doesn't make sense and therefore it is nonsensical". Didn't make the connection to how it was basically the name of the G15 criteria, probably could have phrased this better. --gurkubondinn 21:13, 29 May 2026 (UTC)Reply
Anything listed under WP:OAICITE, WP:AISIGNS § turn0search0 and WP:AISIGNS § attribution and attributableIndex are valid G15 criteria already because they are all "nonsensical references" that no human would ever write down (especially the byte sequence), but it would not hurt to explicitly list them as examples. You sometimes get people incorrectly removing {{db-g15}} over this, even for the very common OAICITE. I've had this happen a handful of times for all of them, but I've requested CSD for hundreds of pages under all of these criterias.
For the UTM parameters, those only "count" when every single reference has utm_source=chatgpt.com (or the second most common example that I see, copilot.com). But these should still be tagged with {{AI-retrieved source}}, though people are very prone to just removing them. If it is just a handful of them it doesn't even really reliably mean that the user is even using AI as a search engine anymore, because these links have spread over the internet by now (in no large part due to how commonly they appear on Wikipedia). You can even find them in Google search results now.
As a sidenote, the m:Cite Unseen userscript is very useful, and it marks references with the UTM tags with a little orange robot symbol. That's also why they shouldn't be removed from citations. --gurkubondinn 10:04, 29 May 2026 (UTC)Reply
Oh my god, how have I not seen Cite Unseen before. That's awesome, thanks for sharing. EatingCarBatteries (contribs | talk) 01:46, 30 May 2026 (UTC)Reply
I'd support adding the more "smoking gun" AI signs. I don't fully agree with Gurkubondinn that these are already covered by "nonsensical references", as in many cases the links work and back up the text they're cited for, which is far from the original intent of that phrase. Regarding old sources or bizarre access dates, while they can be an indicator, I'm not sure that they're enough for G15. At a minimum, we'd have to require checking whether the article is a translations from other Wikipedias. Toadspike [Talk] 20:49, 29 May 2026 (UTC)Reply
Oh, I meant that stuff like OAICITE, grok_card, lenticular brackets + dagger sign, turn0search0, and the 0xee 0xa8 0x81 byte-sequence is already covered by "nonsensical references". I agree with the dates etc (I think we should do something about that but I don't know what). Sorry that wasn't clear, --gurkubondinn 21:03, 29 May 2026 (UTC)Reply
While I agree G15 should be expanded, as it is very narrow, adding utm_source to the criteria isn't a good idea. If someone types in "find me reliable, secondary sources for X topic" and ChatGPT spits out valid references, but they have the tracking tag, that is totally fine. It doesn't mean that the chatbot wrote the article. EatingCarBatteries (contribs | talk) 01:43, 30 May 2026 (UTC)Reply

G15 update draft

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Thank you to all who have commented here. I wrote of a rough draft of the updated criterion (User:Ca/G15 update) which incorporates the suggestions raised here, as well as making a few copyedits and addressing some common misapplications of G15. Ca talk to me! 09:40, 8 June 2026 (UTC)Reply

I believe the proposal is RfC-ready now, so please feel free to make any final comments!
@Chaotic Enby @Gurkubondinn @EatingCarBatteries @Thryduulf @Toadspike Ca talk to me! 04:34, 1 July 2026 (UTC)Reply
Looks good to me! Chaotic Enby (in solidarity · talk · contribs) 10:45, 1 July 2026 (UTC)Reply
I also think it looks good. Toadspike [Talk] 20:35, 11 July 2026 (UTC)Reply

References

  1. Recent example: Special:Diff/1356581666

Who Wrote That?

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Just a note that MW:Who Wrote That? is a browser extension I recently discovered that aids in detecting who added a particular bit of text to an article and may assist with AI cleanup efforts. It was recommended for use in cleaning up copyright infringements but can probably also help break down which editor may have added text when doing AI cleanup. It may be worth adding to the cleanup guide as well. ASUKITE 20:33, 11 June 2026 (UTC)Reply

Pretty amazing to see it brought up here! I'm working on an AI cleanup-tailored diffbrowser and this would be a very neat tool to integrate there. Chaotic Enby (in solidarity · talk · contribs) 21:32, 11 June 2026 (UTC)Reply
This is amazing. It roughly doubled the speed at which I can handle LLM with minor editing on top that blocks reversion. My workflow is one window open to Who Wrote That and another editing the article text. No more going crosseyed looking at the diffs. M kuhner (talk) 14:35, 26 June 2026 (UTC)Reply

How far back do LLMs actually go?

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These edits made in 2020 have all the hallmarks of LLM, they include citations that obviously cannot verify the claim (2008 citation for 2017 claim), hallucinated references with DOIs not matching the reference, LLM style comments 'Immediately contact/seek a veterinarian if any signs are present.', there are no spelling/punctuation issues but many sentences that are awkward and unnatural etc..

The edits themselves are problematic regardless of if an LLM was used to create them or not but I cannot see these edits as being written by a human. Traumnovelle (talk) 21:44, 13 June 2026 (UTC)Reply

Those are pretty clearly not LLM-written. Beyond the references (which I haven't checked), the only real LLM-like aspect is the bullet list with headers, but even that doesn't seem very solid. For example, semicolons as separators aren't something this LLM formatting often comes with. A definitive indicator is the inconsistent formatting in:
* Type of drug;  brands of Tepoxalin available on the market<ref name=":7" />
	
* Wide use; Not only in veterinary medicine, also in humans. <ref name=":7" />
Beyond that, I disagree with the claim that comments like Immediately contact/seek a veterinarian if any signs are present. are necessarily signs of LLM writing. It strikes me as more similar to professional writing not familiar with how Wikipedia addresses the reader, rather than comments intended for the LLM user. More generally, many LLM "quirks" are amplifying existing patterns that were present in human writing (especially outside of Wikipedia), so it isn't surprising that some less careful writers copying the styles they were used to may encounter some superficially similar traits. Chaotic Enby (in solidarity · talk · contribs) 22:02, 13 June 2026 (UTC)Reply
Any text in Wikipedia that was present before ChatGPT came out (November 30, 2022) can be safely assumed to not be LLM-generated. GPT-3 did exist back then but it was still relatively obscure. SuperPianoMan9167 (talk) 22:05, 13 June 2026 (UTC)Reply
In any case, I remember playing around with early text generation models around GPT-2 or so. I can't remember now what the website was called, I think it was textsynth? At the time it didn't 'respond to prompts' but rather tried to continue from where you left off in whatever you typed, so "Once upon a time there was a..." would prompt something resembling a fairytale. "1, 2, 3, 4, 5" would prompt an endless list of counting integers.
Either way, those early models were much more rudimentary and had far more limited training data. I doubt you'd've had any success trying to use them to give you anything that would work for Wikipedia; and people weren't really using it for that back then, either. It was a novelty and indeed far more obscure than anything after the release of ChatGPT. Athanelar (talk) 09:55, 14 June 2026 (UTC)Reply
Talk to Transformer, I think Gnomingstuff (talk) 20:23, 14 June 2026 (UTC)Reply
When I went to Talk to Transformer (which I found out about from Two Minute Papers' video), I would give it a prompt and use the last part of its output as a new prompt. For laughs, I would start with something silly for a prompt and see if GPT-2 can come up with other silly things, which it did a lot. It often generated text that looked like it couldn't decide if it was an online news article or a wiki article. – MrPersonHumanGuy (talk) 13:47, 8 July 2026 (UTC)Reply
That's how LLM interfaces were before someone came up with the idea of wrapping them in "chatbot" interfaces instead. They still work the same way. The system prompt comes first, then the previous parts of the "conversation", and then the current "message" that you send. Then the algorithm predicts what should come after that.
The chatbot wrapper interface makes it seem as if you are "talking to someone", and my theory is that it is this is what gets people really engaged/hooked on using them. Like it triggers something in peoples brains or "hijacks" their thought cycles, because we're so used to using chat interfaces to talk to other people. gurkubondinn 13:59, 8 July 2026 (UTC)Reply
  • Four years is the answer. And as others have noted, all of the "quirks" that LLMs have in their writing style was obtained because they were copying the most common generic writing style in the data given to them. Meaning that said writing style is also the most common, generic manner of writing out there, meaning it's not unexpected to run into it in the wild even without LLMs involved. It also means there's a decent chance even nowadays to have a false positive when claiming someone's writing is LLM-generated. And that's without considering the recursive effect that all the LLM use is having on molding people's actual writing style now because of it. SilverserenC 22:23, 13 June 2026 (UTC)Reply
    Regarding all of the "quirks" that LLMs have in their writing style was obtained because they were copying the most common generic writing style, that is a common claim, although I believe a hyperbolic one. Training methods lead to specific writing styles being reinforced and patterns popping up way more often in LLMs than in human writing, rather than them averaging out all of their training data or even broadly reflecting it. Chaotic Enby (in solidarity · talk · contribs) 22:27, 13 June 2026 (UTC)Reply
    Yeah, I think a lot of the "I hope this helps!" and other sycophantic behavior emerges because those kind of responses score higher with RLHF reviewers during fine-tuning. SuperPianoMan9167 (talk) 22:35, 13 June 2026 (UTC)Reply
    Yep, RLHF was the main pipeline I had in mind here. Chaotic Enby (in solidarity · talk · contribs) 22:51, 13 June 2026 (UTC)Reply
    Two of the studies cited on AISIGNS (the Juzek/Ward) corroborate this — this stuff doesn’t show up as much even in output from base models. I will beat this drum until people start listening (i.e. forever) alas Gnomingstuff (talk) 20:21, 14 June 2026 (UTC)Reply
    That's without even mentioning that these models are not even really trained on "human writing" in general, but whatever digitised, machine-scrapable human writing is out there, which is not necessarily a representative dataset. Athanelar (talk) 09:57, 14 June 2026 (UTC)Reply
The main reason I suspect an LLM is the hallucinations. A 2008 journal issue is cited for a claim that the drug was withdrawn in 2017, with the 2017 claim being incorrect as the withdrawal is mentioned in my 2016 source.
Claim about antihistamines, which isn't in the source (probably hallucinated from , which doesn't support such a claim but is the only study mentioning both tepoxalin and antihistamines)
'The Committee for Medicinal Products for Veterinary Use (CVMP) approves Tepoxalin to be used as a drug for animals to reduce inflammation and pain control', cited to what is literally just an image of the synthesis of the chemical. Said citation is repeated several times for other claims that it obviously cannot verify.
is cited, which is a completely different drug (FTY720)
'As a result, the usage of carprofen was replaced with Tepoxalin in 1998', cited to something published in 1995.
Pretty much everything in the edit is a hallucination. I cannot see a reason why a human would make such mistakes unless they were intentionally trying to pretend they are using an LLM. Traumnovelle (talk) 22:51, 13 June 2026 (UTC)Reply
Before LLMs were a thing anyone knew about? SilverserenC 23:08, 13 June 2026 (UTC)Reply
Or maybe the human author was just atrocious at source-text verification. SuperPianoMan9167 (talk) 23:19, 13 June 2026 (UTC)Reply
In practice, it started on Wikipedia around March 2023, ratcheted up around fall 2023, really surged around late 2024, and has remained high. A good barometer here is spammers as they are early adopters of this stuff; AI spam only really emerged in early to mid 2023 Gnomingstuff (talk) 20:19, 14 June 2026 (UTC)Reply
Well, technically GPT-2 was released in February of 2019, and was the first model that could generate plausible-sounding nonsense resembling Wikipedia articles. Practically, LLMs were obscure before GPT-4 release, when the whole hype began. Considering the vastness of Wikipedia, I'm sure there are edits which were generated or assisted by GPT-2/GPT-3, but there's a very small (<1000) number of them. sapphaline (talk) 13:56, 8 July 2026 (UTC)Reply
Personally, I have wondered if Wikipedia may have been used as a "live testbed" for these companies. Inserting generated text and seeing if it gets removed as some sort of measure of how "good" the output is. gurkubondinn 14:25, 8 July 2026 (UTC)Reply

Detailed guide to finding AI-generated text, including a quiz

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I've had an informal version of this on my userpage for a while, but I wrote an article on my exact process for finding AI-generated text, in hopes that maybe others can start doing the same: User:Gnomingstuff/Guide to finding AI-generated text

I also put together an "AI or not" quiz that uses article excerpts from search results, choosing examples that hopefully correspond to common false positives for people.

Let me know thoughts! Hoping to move this out of userspace soon. Gnomingstuff (talk) 05:23, 20 June 2026 (UTC)Reply

I like it! Some well chosen examples - I think the "crucial role" one works really well, and the "not widely documented" one is a little more complex but I think serves well at indicating these are not foolproof indicators and encouraging people to be a little more cautious before declaring it to be LLM-generated on phrasing alone.
General tips - "vibe check, not a full read" is a good way of phrasing it. On the formatting point - I think I would say "don't go looking for it, but if the formatting jumps out at you as weird, that's something to note".
Find the diff - could point out the wikiblame tool, labelled as "Find addition/removal" in the top bar on the history page (I think this is in the default UI for all users)
Detection software - it's a trivial change but I wonder if "reliable" is better than "trustworthy" here. Andrew Gray (talk) 13:19, 20 June 2026 (UTC)Reply
Thanks! Not familiar with that tool, but made the "reliable" change. Gnomingstuff (talk) 04:20, 21 June 2026 (UTC)Reply
(re: phrasing: AIDISCLAIMER is a bit of a special case in that it's one of the few signs where it's fairly clear what the AI is "doing" as it's in the same neighborhood as the old "As a large language model"; the other signs aren't so clear-cut in intent) Gnomingstuff (talk) 04:22, 21 June 2026 (UTC)Reply

Added page "Semantic ablation" to this project

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As part of WP:NPP I just added Semantic ablation to this project. I dont think it needs cleanup, but the topic is IMO on theme. Note: the page has non-AI issues that I have tagged. Ldm1954 (talk) 09:45, 22 June 2026 (UTC)Reply

alas, this also seems like it may be AI-generated; the bottom of Special:PermanentLink/1360554238 contains something that seems like a prompt, and Special:PermanentLink/1327868939 (sandbox of another article from 2025) also seems like AI output (WP:AIATTR, WP:AIBOLD, list of "key themes", other minor AI tells, etc)
also a major issue: the article seems to be another COI problem, as the article mentions the term was coined by Claudio Nastruzzi, who seems to be affiliated with whatever "Biomatlab.fe" is, based on this Gnomingstuff (talk) 16:31, 22 June 2026 (UTC)Reply
Please do not do anything about COI, I am handling as part of WP:NPP, you can check the OP talk page. The page is already tagged, and they have the right to defend themselves. The only reason I mentioned the page here is that the article is on AI issues, which is also the focus of this project. So why not have pages classified as of interest to this project, just like every other one.
N.B., I do not consider it appropriate to find issues with old versions of a page, and definitely inappropriate to use someone's sandbox as evidence. Ldm1954 (talk) 16:54, 22 June 2026 (UTC)Reply
I'm not "doing anything about" COI, I'm pointing out another instance of it.
Also, it is very much appropriate to use old versions and/or sandbox versions of a page as evidence. Barring some kind of situation where it's a student project and lots of people are contributing text to one common draft, sandboxes and drafts are public just like anything else is. Gnomingstuff (talk) 16:59, 22 June 2026 (UTC)Reply
and i don't consider it appropriate to tell someone to "not do anything about" COI (or something else), that's just an odd comment to make. the npp userright also has nothing to do with it (anyone in good standing can request the WP:PERM so that's moo anyway) and i'm genuinely confused why you are even bringing that up. also llm use and coi quite often intersects, there is a lot of coi that is identified by llm use being identified (and vice versa). and it is actually very appropriate to find issues with old versions of a page or to identify editor behaviour by their behaviour on their sandbox pages (which are public). that's also how a lot of llm use gets identified, as many editors paste in the llm output there, often in multiple stages, before pasting it into article or draft space. llm use is often also a conduct issue, and it is definitely not only a content issue, so that is a part of how it is identified and sometimes how it is dealt with. btw, using the phrase 'evidence' is something that i try to avoid, because we are not WP:LAWYERING and this is WP:NOTCOURT either. gurkubondinn 10:50, 23 June 2026 (UTC)Reply

Wikipedia:Help, I've been accused of AI! listed at Requested moves

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A requested move discussion has been initiated for Wikipedia:Help, I've been accused of AI! to be moved to Wikipedia:Guide to responding to accusations of AI use. This page is of interest to this WikiProject and interested members may want to participate in the discussion here.RMCD bot 19:38, 22 June 2026 (UTC)Reply

actually considering nominating this for deletion now, I no longer want it to exist Gnomingstuff (talk) 23:43, 22 June 2026 (UTC)Reply
Well, why? SuperPianoMan9167 (talk) 23:48, 22 June 2026 (UTC)Reply
Because I wrote the essay, and I want it gone. Gnomingstuff (talk) 23:49, 22 June 2026 (UTC)Reply
To opt out of RM notifications on this page, transclude {{bots|deny=RMCD bot}}, or set up Article alerts for this WikiProject.

If you clean anything up, add it to your watchlists.

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We have people threatening to revert AI cleanup if:

  • There is no corresponding talk page
  • There is no corresponding edit summary
  • Your cleanup involved one (1) parameter mistake
  • The tag is ugly and mean

So, make sure you add anything you clean up to your watchlist, otherwise your work will be all for nothing. Gnomingstuff (talk) 16:33, 23 June 2026 (UTC)Reply

AI tag removal edit filter

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Please see Wikipedia:Edit_filter/Requested#Removal_of_AI_tags to give your opinion on a proposed edit filter that logs removals of AI tags. InfernoHues (talk) 18:51, 23 June 2026 (UTC)Reply

Commons discussion on watermarking AI images

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Commons are currently discussing whether to require AI generated and upscaled images to be indicated in-image and discernible in a 250 pixels wide thumbnail, if there are any downstream Wikipedia perspectives worth sharing there: Commons:Requests for comment/Policy update for AI content.

We'd also want to consider adopting that policy ourselves, if it passes, for (rare) generated/upscaled images which we're hosting locally. Belbury (talk) 08:29, 24 June 2026 (UTC)Reply

I'm not sure how enforceable this would be for local images, given that (almost?) all of them are going to be here because they can only be used fair use for some reason or another and so would come with copyright compliance issues. Thryduulf (talk) 09:18, 24 June 2026 (UTC)Reply
For an image like File:Valetta-Iacobi.jpg, a fair use newsprint photo where the uploader thought it would be a good idea to put it through an AI beautifying filter before uploading it, what would the compliance issue be in also adding a visible "AI" watermark to it? They're both alterations of the original image.
The only other categories I can think of for local hosting are upscaled PD-US images with "should not be transferred to Commons" restrictions (eg. File:Sullivans-ai.jpg) and images that are notable for being AI but which were generated in a region that gives some copyright protection (eg. File:Willy's Chocolate Experience advertisement.png). The former seems fine to watermark if we already consider it public domain locally; the latter wouldn't be covered by the Commons proposal as it stands, since they're the subject of articles and press coverage. Belbury (talk) 09:38, 24 June 2026 (UTC)Reply
This is not really in the scope of the project. Gnomingstuff (talk) 16:19, 24 June 2026 (UTC)Reply
Specifically, these are the project's goals:[...]To identify AI-generated images and ensure appropriate usage. GreenLipstickLesbian💌🧸 18:24, 24 June 2026 (UTC)Reply
I meant the Commons element specifically, but thanks for pointing that out, haven't been to the main project page in a while Gnomingstuff (talk) 03:13, 26 June 2026 (UTC)Reply

Discussion at Wikipedia talk:Image use policy § Watermark exception for AI

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New templates for use at Wikipedia:AI noticeboard and other places

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Inspired by {{duck}} and {{megaphoneduck}}. – MrPersonHumanGuy (talk) 23:06, 26 June 2026 (UTC)Reply

Love them! Would they fit better with the current megaphone icon (in line with their duck counterparts) or with something like or (to keep the design unity with the robot icon)? Personally, I like both, and the current ones are very fine to me, just spitting out ideas! Chaotic Enby (in solidarity · talk · contribs) 23:46, 26 June 2026 (UTC)Reply
 Done. I went ahead and replaced the current megaphone icon with the first megaphone icon you brought up because it's the most similar. – MrPersonHumanGuy (talk) 10:33, 27 June 2026 (UTC)Reply
FYI, those don't display well in dark mode. I don't know if there's any way to make the color dynamic. ChompyTheGogoat (talk) 05:32, 14 July 2026 (UTC)Reply
I love these. Maybe the analogy with SPIs/LTAs will make the point that this has become a serious problem for us. —In solidarity with Wiki Workers United · ClaudineChionh (she/her · talk · email) 04:58, 27 June 2026 (UTC)Reply
How are these meant to be used? They come across as snarky to me, especially the last one. SenshiSun (talk) 19:03, 7 July 2026 (UTC)Reply
They're inspired by the {{duck}} series of templates which are often used in WP:SOCK investigations. I'd say these templates are meant for editors comparing notes and suspicions with each other, rather than directly communicating with people we suspect are using AI. —ClaudineChionh (she/her · talk · email) 02:08, 8 July 2026 (UTC)Reply

Canned user pages

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I've made a table indexing user pages which follow a particular pattern. Several of these contain indications like lists, title case, em dashes, emoji, and Markdown.

Userpage Contents Section titles Month of revision
L E M Introduction Hobbies and interests Communication
404hugo X markN X markN X markN Welcome to My Wikipedia User Page! N/a N/a February 2025
AbdulRehmanMemon checkY X markN X markN About Me Editing Interests
How I Contribute
Collaboration November 2025
Ahsanghaffar101 checkY X markN X markN About Me Expertise and Interests
Contributions to Wikipedia
Let's Connect November 2023
AnjitAgarwal checkY checkY X markN 👋 About Me – Anjit Agarwal
🎓 Education
💻 Skills & Expertise
🧭 Goals & Vision
🔍 Hobbies & Interests
🌟 Personal Traits
📬 Let’s Connect June 2025
AlexisCdR X markN X markN checkY 1. About Me N/a N/a November 2024
Alwayscaffinated checkY checkY X markN Welcome to My User Page! 🌍📚☕
A Little About Me
My Passion for Open Information
My Contributions: A Blend of Interests
Collaborations and Community Engagement
Languages and Interests
Let's Connect and Collaborate March 2024
Archromeo checkY checkY X markN 👋 About Me 🧠 Interests
🔧 How I Contribute
🎯 Goals
🏆 Milestones
🧰 Tools I'm Learning
🤝 Let's Collaborate June 2025
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Just figured I'd compile my observations. I use PermanentLinks to avoid accidentally sending mention notifications to anyone on the table. If your name appears on this table, it doesn't necessarily mean that I'm certain you used AI to make your user page, although if you appear to have used Markdown on it, then I may be more confident that you have. – MrPersonHumanGuy (talk) 19:59, 2 July 2026 (UTC)Reply

These always set off my spidey sense when I stumble across them. Have you found these by happenstance or are you searching for specific text? —ClaudineChionh (she/her · talk · email) 23:47, 2 July 2026 (UTC)Reply
I came across a couple of them a while ago, which made me curious to see how prevalent their apparent format was. Out of this curiosity, I would occasionally try to find more userpages like those by typing in search terms like these:
Today, I decided to do this yet again so I could compile this table that I was originally going to post at WT:AISIGNS, but after a while, I realized that the table would have lots of entries, so I saved what I had been working on up to that point at a new subpage on my userspace instead and continued expanding it there. Whilst working on this table, I went over several user pages I had seen in the past and found many user pages that I hadn't seen before. – MrPersonHumanGuy (talk) 01:23, 3 July 2026 (UTC)Reply
I don't have many userpage-related AI edit summaries, but they sometimes look like these (if something is here it's because the user has a pattern of AI edits with AI edit summaries):
  • Create concise user page – bio, workflow, contact info, licence note (policy-compliant) (June 24, 2025)
  • Created a new user page with a neutral and informative self-introduction. (July 5, 2024)
  • Created an informative Wikipedia user page content highlighting the establishment, product offerings, and operations of [redacted], focusing on its role as a trusted e-commerce store in Pakistan. (November 18, 2024)
  • Created user page for [redacted] outlining editing interests, contributions to Philadelphia hip hop articles, sandbox drafts, and collaboration goals. (July 29, 2025)
  • Creating user page: focusing on general maintenance and WP:BLP compliance (February 16, 2026)
  • Revamped user page: added personality, humor, focus areas, sandbox link; WikiProject banners moved to talk page. (October 11, 2025)
  • Updating my User Page to reflect professional expertise in SaaS solutions within the 'Professional Roles' framework. Anchoring technical background to support ongoing Data Validation and Forensic Auditing projects (1963 Gazette/UNESCO/KNBS) per WP:USER. (February 27, 2026)
  • Updating user page: adding interest in new article creation and general maintenance (February 16, 2026)
Gnomingstuff (talk) 23:48, 2 July 2026 (UTC)Reply
Another thing I find funny is that some of these pages have a section about having a conflict of interest, but they just say something along the lines of "I will disclose any conflict of interest I have in cases where I would have to do so" and don't disclose which topics they have a conflict of interest on. – MrPersonHumanGuy (talk) 10:07, 8 July 2026 (UTC)Reply
Another potential candidate: Syedhashimpak ChompyTheGogoat (talk) 05:38, 9 July 2026 (UTC)Reply
This one also looks dodgy: Townsaiso, with the telltale Markdown fenced code block in the first revision. But these last two don't have the abundance of emojis that some of the earlier ones do, so not sure if it's the same behavioural pattern. —ClaudineChionh (she/her · talk · email) 05:46, 9 July 2026 (UTC)Reply
Wow - on a 15 year old account, with seemingly valid (if limited) historical contributions. That's disappointing.
A number of the ones in the table don't use emojis either, but the phrasing is a dead giveaway - and both have already been called out for it in articles. ChompyTheGogoat (talk) 06:51, 9 July 2026 (UTC)Reply
this stuff is just really easy to find in general; there are false positives in this search but not many Gnomingstuff (talk) 02:39, 11 July 2026 (UTC)Reply
Here's a good one:

Here is the updated draft bio with wallsil2k7 as your primary professional moniker, replacing the previous name.
User:Wallsil2k7

Originally found this user when they tried to submit a chatbot-generated autobiography: AbuseLog/44648204. gurkubondinn 11:29, 15 July 2026 (UTC)Reply
The bot even tried to warn them. ChompyTheGogoat (talk) 12:43, 15 July 2026 (UTC)Reply

Two new edit filters

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The request that created these can be seen here. fifteen thousand two hundred twenty four (talk) 06:42, 4 July 2026 (UTC)Reply

Proposed update to G15 to disallow using AI detector results as sole justification

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I keep seeing people trying to use the results of an AI detector as the only justification for a G15 tag (recent example), which is insufficient. I created the shortcut WP:AIDETECTION and added some info at the signs of AI writing page stating this, but I think it would be even better if G15 explicitly disallowed the use of AI detector results as the sole justification for speedy deletion, because these tools are notoriously unreliable. (That is, any G15 tag that has "100% AI detected" as the only given reason can be summarily declined as invalid.) Do you think adding this to G15 is a good idea, and if so, how should this be worded? (This is separate from the proposal to amend G15 above.) SuperPianoMan9167 (talk) 23:02, 5 July 2026 (UTC)Reply

That is, any G15 tag that has "100% AI detected" as the only given reason can be summarily declined as invalid. This describes the status quo. G15 only applies in two cases: when there is "communication intended for the user" and "non-existent or nonsensical references".
Additionally, the end of G15 already says: "In addition to the clear-cut signs listed above, there are other, more subjective signs of LLM writing that may also plausibly stem from human error or unfamiliarity with Wikipedia's policies and guidelines. While these indicators can be used in conjunction, they should not serve as the sole basis for applying this criterion." voorts (talk/contributions) 23:24, 5 July 2026 (UTC)Reply
The problem is that people still seem to think that AI detector results are a valid justification for G15 even if the policy doesn't allow for it. I think G15 would benefit from explicitly stating "do not use AI detector results" as it would likely cut down on these sorts of invalid G15 tags, even if this problem is caused by people not reading the directions. SuperPianoMan9167 (talk) 23:27, 5 July 2026 (UTC)Reply
The problem is that people still seem to think that AI detector results are a valid justification for G15 even if the policy doesn't allow for it. And they quickly learn that they're incorrect when another editor declines their CSD. What's the problem? voorts (talk/contributions) 23:29, 5 July 2026 (UTC)Reply
It happens frequently enough that clarifying it on the policy page would most likely be worth it. Unfortunately, gathering evidence for this observation is quite difficult because you can't directly search for edit summaries or diffs making a particular change across multiple pages. I tried finding more examples to no avail. SuperPianoMan9167 (talk) 00:06, 6 July 2026 (UTC)Reply
People misuse the CSDs all the time. I don't expect this change will change anything, particularly since G15 is limited and already says not to rely on LLM detectors. voorts (talk/contributions) 15:04, 7 July 2026 (UTC)Reply
Support, for now, pending any kind of partnership/integration pipeline. (The problem is that when people actually are using AI, they use the existence of the detector as an attempt to dismiss the whole thing.) Gnomingstuff (talk) 23:34, 5 July 2026 (UTC)Reply
Support. Clarifying this means users will need to explain why content is AI generated instead of pointing to a checker with opaque logic. SenshiSun (talk) 18:54, 7 July 2026 (UTC)Reply
Are there really that many people doing this? I don't do G15s, so I don't know the stat there, but I have now gone through each of the 6,000 articles with the AI-generated tag (as of May), and only a handful of those mentioned detectors at all. Gnomingstuff (talk) 06:39, 8 July 2026 (UTC)Reply
Yes please - they currently just don't cut it ~ Squawk7700 (talk) 00:02, 14 July 2026 (UTC)Reply
Support. It won't harm anything to make this explicit. Thryduulf (talk) 01:22, 6 July 2026 (UTC)Reply
How should it be worded? Maybe something like Do not use the results of artificial intelligence content detection tools as the sole basis for applying this criterion. with one footnote giving some popular examples (GPTZero, Turnitin, etc.) and another footnote explaining these tools' non-trivial error rates. (I didn't have any specific wording in mind when I started this discussion; hence why I started it here instead of at WT:CSD.) SuperPianoMan9167 (talk) 01:29, 6 July 2026 (UTC)Reply
Support and the above text sounds OK. Graeme Bartlett (talk) 23:54, 6 July 2026 (UTC)Reply
Support making it explicit. Above text sounds fine to me. Netstars22 (talk to me!) 15:01, 7 July 2026 (UTC)Reply

Discussion at WP:VPI § Retention of editors who've been caught using LLMs

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Historic AI User Warning Templates

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The current AI user templates focus on recent edits, which does not make sense if someone made AI edits years ago, but they've just been identified. SenshiSun (talk) 19:06, 7 July 2026 (UTC)Reply

Is a warning necessary if the edits were years ago? I would expect that in that situation, either they've stopped making AI edits, in which case nothing needs to be said, or they're still making AI edits, in which case you could warn them about one of their recent ones. Justin Kunimune (talk) 20:48, 7 July 2026 (UTC)Reply
There might be a case if a user's current edits are too small to tell, or if there's an investigation. SenshiSun (talk) 00:17, 9 July 2026 (UTC)Reply
If there is an investigation about their recent edits then wait until it's finished, there are three possible outcomes:
  • They're not currently using AI in which case there is nothing to be said
  • They still are using LLMs, in which case it doesn't matter for the purposes of warning them whether their old ones also were or not any warnings about their current edits will explain the rationale, etc. and don't say or imply that it's only recent edits that have issues.
  • The outcome is inconclusive, in which case templated messages are not going to be appropriate due to a combination of assuming good faith, and needing to explain what issues there are with their writing that makes them look possibly AI-generated.
If you can't tell whether the edits are AI-generated or not then it doesn't matter whether they are or not. If they're otherwise good edits then they benefit the encyclopaedia, if they're otherwise bad edits then they can and should be removed for whatever non-AI-related reason they're bad. Thryduulf (talk) 08:55, 9 July 2026 (UTC)Reply
@SenshiSun You're right that the vast majority of warning templates assume whatever issue is one that's quite recent; {{AINB-notice}} doesn't, if it's an issue that you've directing to AINB, but I do get that this only works in the context of cleanups. If you do need to let somebody know that you've had to undo/extensively clean up after an older edit of theirs (which is something I do, from time to time, though not typically in an AI context ), then this is a circumstance where I've found it's often better to leave a short, personalized note. It's okay if it's not perfectly worded. GreenLipstickLesbian💌🧸 09:16, 9 July 2026 (UTC)Reply
Good catch. Thank you. SenshiSun (talk) 13:29, 9 July 2026 (UTC)Reply

LLM-retrieved citations

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One of the ways that I do AI cleanup is regularly check for new introductions of utm_source=chatgpt. I often place {{uw-ai1}} on the talk pages of editors who added the offending content, and context-dependently may revert their edit in whole, in part, or just check the source directly and remove the UTM param if the source does actually match the text (and the text is not obviously/likely LLM written).

Sometimes I get objections from people that they only used ChatGPT to retrieve the source and not to write the content; in some cases, the text is still fishy, but sometimes it seems a reasonable defense. Still, I regularly have to explain that LLM-retrieved citations often do not align with the text they are being attributed to, and thus require editors (like myself) to have to double check that they do.

I think a series of UW templates along the lines of {{uw-aicite1}} etc. would be useful for not having to repeat the same thing over again, and would be slightly more fitting than simply {{uw-ai1}}. However, I also recognize that the UTM parameters are something of a honeypot, and making offenders aware of what flagged their additions may just make them try to conceal it more (not that what I am doing now doesn't already have this caveat).

Would appreciate hearing others' thoughts on this! ~ oklopfer (💬) 12:40, 8 July 2026 (UTC)Reply

In past discussions there, a mixture of detection utility (honeypot) and actual utility of using llms to find sources has been raised regarding utm parameters. I think your process is a good example of the former, creating templates may not be helpful in that respect, especially as the real problem is often in the source use. CMD (talk) 12:51, 8 July 2026 (UTC)Reply
Side note: the "possible AI-generated citations" auto-tag does not seem to be the same as Special:AbuseFilter/893. Is there a separate edit filter that does similar to my search pattern/the auto-tag? ~ oklopfer (💬) 12:55, 8 July 2026 (UTC)Reply
Special:AbuseFilter/1346 also exists and tags "possible AI-generated citations", however the only utm_source that it matches to is copilot. You may want to ask at WP:EFN for an update. Special:AbuseFilter/893 only tracks websites that have content generated by AI, and only has one website tracked (http://publifye.com/). ARandomName123 (talk)Ping me! 23:57, 8 July 2026 (UTC)Reply
No need for EFR, 1346 also matches utm_source=(chatgpt|askpandi|deepseek|copilot\.microsoft|m365copilot|gemini\.google|groq|grok). fifteen thousand two hundred twenty four (talk) 08:26, 9 July 2026 (UTC)Reply
In my experience, only copilot, chatgpt, and perlexity add their own utm_sources. I can't find any instances of the other sites being linked by a utm_source. FlammablePizza (talk) 14:06, 9 July 2026 (UTC)Reply
Grok sometimes adds referrer=grok.com to links. gurkubondinn 14:10, 9 July 2026 (UTC)Reply
Thanks, that's that one I was looking for! ~ oklopfer (💬) 15:57, 9 July 2026 (UTC)Reply
Would a bot that adds {{AI-retrieved source}} to such sources be helpful? I'm aware of the edit filter tags, but automatically adding this template would make it more obvious what needs to be cleaned up. It also wouldn't affect the honeypot too badly due to not warning the offender (and the AIs will keep adding it due to their programming). I'm currently busy with an unrelated BRFA, but I have been playing around with a prototype. Here is an example diff: . It can also manage a table of un-checked ai-retrieved sources: . Around a third of all obviously AI-retrieved sources appear to already be tagged. FlammablePizza (talk) 14:49, 9 July 2026 (UTC)Reply
For anyone curious, here are the identifiable untagged AI-retrieved sources (2,347 of them). [7] [8] [9] [10] FlammablePizza (talk) 14:54, 9 July 2026 (UTC)Reply
Maybe, but the problem is that when you add that tag, people tend to just remove the tag. What theyre supposed to do is to set |checked={{CURRENTMONTHNAME}} {{CURRENTYEAR}}. They'll often also remove the tracking parameters from the reference URL as well, which prevents tools like m:Cite Unseen from highlighting the reference as being AI-retrieved. gurkubondinn 15:27, 9 July 2026 (UTC)Reply
Could be worth doing an edit filter for that as well? InfernoHues (talk) 00:33, 11 July 2026 (UTC)Reply
Certainly wouldn't object to that. gurkubondinn 00:41, 11 July 2026 (UTC)Reply

Handling movie plots

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Usually whenever I work on a movie which has been tagged, I go for the entire article. The problem are the movie plots which frustratingly don't have sources. They dont need to, I know, but it's hard to discern between AI texts and the ones written by the movie fanatics who summarizes it after their fourth of fifth viewing of the movie. The latter of course might have original research but beats being written by a bot.

WWT helps a ton but to parse all the AI text, connect with the existing one, rewording it all without even knowing the contents of the movie, is a slow process to be honest. What I've been doing is to just empty the section but there goes the plot which might've been written years beforehand. Would that be fine then?

PeepeeDino (talk) 08:19, 10 July 2026 (UTC)Reply

I'll be honest, I would just not touch the Plot section if I were you (unless there's an earlier, pre-LLM version of the Plot section you can revert to). There are some editors who are very enthusiastic about cleaning up and editing Plot sections. Much like editing categories or MEDRS pages, such things are not meant for us mere mortals. I would save yourself the headache. Cheers, Suriname0 (talk) 14:30, 10 July 2026 (UTC)Reply
Well, I suppose from an entire article being flagged to just that section is still something nonetheless.
PeepeeDino (talk) 22:51, 10 July 2026 (UTC)Reply
Hi PeepeeDino, what is WWT? I'm not familiar with what you are referring to. Softlavender (talk) 00:18, 11 July 2026 (UTC)Reply
Oh, Who Wrote That? Great extension an editor introduced to me. Saves some time in going through the revision history.
PeepeeDino (talk) 01:46, 11 July 2026 (UTC)Reply

Tools for finding undetected LLM content + prioritizing cleanup

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Check out WikiTomte-LLM on Toolforge, an easy (and possibly fun!?) tool for finding undetected LLM text in articles, based on Gnomingstuff’s excellent guide to finding AI-generated text. It runs searches for random combinations of LLM vocabulary words and gives you lists of potentially-suspicious articles that aren’t yet tagged for AI cleanup. It’s new and still a little slow and janky, but let me know what you think!

I’m also interested in how to help chip away at the problem of 7000+ articles tagged for AI cleanup, so I tried running the list of articles through Projo, a tool that can rank a set of articles based on page view counts: https://projo.toolforge.org/jobs/08eaa?min_pageviews=20000&names_only=1&max_quality=1&sort=pageviews&dir=desc. This is a way of finding articles that would be especially helpful to clean up for our readers. Dreamyshade (talk) 02:15, 11 July 2026 (UTC)Reply

Really cool stuff! I just tried it out, and it found some LLM text, in addition to promotional writing more generally. InfernoHues (talk) 02:28, 11 July 2026 (UTC)Reply
Just wanted to chime in here, thanks for making this Gnomingstuff (talk) 14:40, 11 July 2026 (UTC)Reply
Sounds amazing, thanks a lot! We definitely need to make a cool "tools" tab for all of these (update our "resources" page maybe?) Chaotic Enby (in solidarity · talk · contribs) 15:27, 11 July 2026 (UTC)Reply

WT:AFC#Option to reject AI generated submissions

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There is an ongoing discussion at WT:AFC#Option to reject AI generated submissions considering the option to be able to reject AI-generated AfC submissions. You may be interested to participate in the discussion. Thank you. Fortek67 (talk) 13:02, 12 July 2026 (UTC)Reply

Clarifying guidance for restoration of content subject to presumptive removal

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Would appreciate some help compiling diffs of common signs of AI generated edit summaries to add a section dedicated to the same.

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I give up. How does one take the quiz?

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I read a post and couldn't see any way of interacting. ~2026-40439-19 (talk) 19:30, 18 July 2026 (UTC)Reply

Discussion at WT:LLMRESP § Section on copyediting

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