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This is a directory related to artificial intelligence (AI) in various administrative namespaces including; protocols, essays, collaboration groups, maintenance resources, discussions and news.

For other useful directories and indexes, see Wikipedia:Directories and indexes.

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AI usage
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Essays

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Draft(s)

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Ongoing drafts working towards a proposal for adoption as a Wikipedia policy or guideline.

Failed

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WikiProjects

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WikiProjecs are open groups of editors. New participants are welcome!

Maintenance

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Chatbots (and the large language models that power them) have become very popular; they can often output material much faster than humans can. Unfortunately, they cannot write as well as humans (yet), and their output is prone to hallucinations, false citations, and other errors. This has created a major cleanup burden at Wikipedia, as many editors (especially new ones) try their hand at using artificial intelligence to edit Wikipedia. You can help by identifying AI-written text, removing unsourced or inaccurate claims, and by identifying AI-generated images. For more information, see our AI Cleanup Guide.

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Discussions

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AI noticeboard - issues of AI misuse
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Suspected AI-generated articles
I Am Jesus Christ (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Seems like this is a WP:LLMT probably from es.wiki which has imported the referencing code including improbable dates in the code "Retrieved 7 December 2019" for a page created here in 2026 suggesting that at best the references have not been checked and at worst the page is the result of an llm. JMWt (talk) 08:06, 2 May 2026 (UTC)[reply]

Mainul Ahsan Noble (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Well worth revisiting this AfD. The previous AfD was closed as 'keep' seemingly based on a rationale given by an editor now blocked for UPE, and another editor simply echoing that user's rationale. Especially worth noting given that the article was created as Mainul Ahsan Nobel, a title variant to avoid the salting on Mainul Ahsan Noble. Athanelar (talk) 01:47, 30 April 2026 (UTC)[reply]

Keyence America (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails to establish WP:NCORP. Sources are primary from the company own website and organisations that are related to it. Santa Saana (talk) 08:36, 29 April 2026 (UTC)[reply]

Faridul Mostafa Khan (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Full disclosure, I have performed absolutely no WP:BEFORE on the subject of the article to check for notability. My reasoning here is that the article's creator is now blocked for UPE and LLM misuse, that multiple of their other articles were deleted at AfD (or draftified by myself for being AI generated/having no indication of notability), and multiple sources in the article are tagged as having failed verification (probably due to the text being AI generated); see the findings of Talk:Faridul Mostafa Khan/GA1 for example.

I find it highly unlikely that this article is the exception to the rule of the creator's behaviour, and even if the subject is notable we're probably better off nuking this mess and leaving somebody else to create it from scratch later if they see fit. Athanelar (talk) 01:58, 30 April 2026 (UTC)[reply]

Abdelouaheb Mokhfi (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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AI slop article on an Algerian basketball player with no evidence of notability. JTtheOG (talk) 20:29, 29 April 2026 (UTC)[reply]

Origin of Oga (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article makes etymological claims that are not directly supported by the cited sources. The references primarily show usage not linguistic origin, and the cited 19th century dictionary sources contain definitions distinct from the interpretations made at the introduction and elsewhere in the article. Even though sources in this article show existence of the term, they do not establish the specific origin suggested. This raises concerns that the article contains claims not directly supported bu cited sources under Wikipedia policies.— Preceding unsigned comment added by Esther Kings (talkcontribs) 14:46, 19 April 2026 (UTC)[reply]

  • The current etymology linking oga to the yoruba ga which is interpreted to mean tall is a description of physical height, and contradicts the semantic meaning of Oga. Oga is derived from Ọgaranya or Ogalanya which reflects respect, status, and social authority. Physical height has NO bearing on who is to be called Oga or not. Short people too can be Oga. In NLP research, Oga and Ọgaranya will have better semantic coherence and similarities close to 0, and Ọga and ga will have a semantic distance nearing 2. Those two words do not exist taxonomically nor semantically, and proving otherwise is not helping advance knowledge preservation and/or learning.
I must also appreciate the author for supplementing with the Igbo usage of the word Ọgaranya but that in and of itself should be the derivative not an addendum. Ọgaranya in Igbo has ALWAYS and historically mean a person with high social status, employer, or even a person of wealth.
Delete the ga tall derivation and please update the etymology to reflect the more accurate ọgaranya or ogalanya as primary derivation. Otherwise, the article is distorting knowledge, culture; and history.
Thank you, and good job. Deetailz (talk) 13:34, 20 April 2026 (UTC)[reply]
  • Delete Page
The referenced sources does not adequately support the claims made here per WP:V and WP:RS and some of the sources cited are not relevant to the the explanation of oga, per WP:NOR. The root word ga meaning tall also does not match with the semantic meaning of Oga as a short person can be called Oga. Oga also is not a physical descriptor. Lastly, Oga as a word in the Nigerian pidgin, lacks the notability to warrant a page, per WP:GNG
Thank you. Deetailz (talk) 06:36, 21 April 2026 (UTC)[reply]
I agree with the deletion. The article cited sources that have meanings quite different from the interpretation of oga at the introduction as a widely used word in Nigerian pidgin English and some other parts of the article. The sources do not align. The 1843, source interprets the word as a brave person or distinguished performer while the 1853 source describes it as one who is exalted or hero and other later sources refer to it as a chief or master. Furthermore, the etymology is not supported by the cited sources (WP:OR, WP:SYNTH). The article also cited sources that are not related like Melville J. Herskovits, The African Background of American culture (1930) p.88, which does not mention or discuss 'oga' at all. It also has no connection to the paragraph in which it is cited. So in all, the sources do not support the etymology claims while many of it do not align with what the term denotes in Nigerian pidgin English as seen in the first sentence of the article. This shows inconsistency. Also the topic does not seem to meet notability requirement (WP:N), as there is no strong , independent academic coverage specifically on the origin of the word, so considering these issues, it should be deleted. Esther Kings (talk) 01:11, 21 April 2026 (UTC)[reply]
  • Delete: LLM junk. 🄻🄰 22:50, 22 April 2026 (UTC)[reply]
  • Keep or Merge with My Oga at the top
    As noted by @Kepler-1229b it seems several accounts are related to these incidents Wikipedia:Sockpuppet investigations/Dangermanmeetz, Wikipedia:Articles for deletion/Ichafu (headdress)
    A pattern here seems to be the heavy use of LLMs to create Igbo related articles, or edits of non Igbo articles to include an Igbo relation or origin. I've come across numerous temporary accounts exhibiting the same behaviour on pages such as Oyinbo and Ogiri where words with a documented yoruba origin are often changed to an Igbo origin despite the sources saying otherwise. Articles relating to Igbos obviously aren't a problem, but the editor Esther Kings (talk) who put this article up for deletion has by their own word participated in the use of LLMs in generating Igbo articles, and they have also been flagged as using LLMs to generate sources [[1]], I highlight this because on the same day that Esther created the deletion discussion for this Origin of Oga article, a fresh account Star risen (talk) previously added material [2] to the article with a slew of hallucinated sources to give the article an Igbo attribution, It's likely that those sources were generated by LLMs because they had absolutely nothing to do with the topic or the claims made by Star risen.

    On Esther King's appeal that this topic is not notable, leaving aside its inclusion in the Oxford dictionary and early Yoruba dictionaries, this is a quote from the Internation Journal of Migration and Global Studies, titled 'The Intangible Migrant' (2021)

    The Yoruba of Nigeria have also contributed intangible immigrant words to Nigerian sociolect. For example, ‘Oga’, a Yoruba word spelt as ọ̀gá, meaning chief, boss, master, etc., has become domesticated as a Nigerian sociolect for a ‘master’, or at least someone who is generous, across linguistic groups.[3] - page 53

    Esther's raising of this article for deletion reads to me as bad faith. Sohvyan (talk) 13:17, 26 April 2026 (UTC)[reply]
    Delete.
    The closed SPI confirmed no connection to the repeated sockpuppet accusations. The main issues are lack of notability and the non-aligned and unrelated sources for the etymology claims in this article. The 19th century sources define oga as brave or distinguished person or hero respectively rather than boss in the Nigerian Pidgin usage. Other sources like Herskovits are neither related to the claims they were used for (ga as root of oga) nor the whole article. The article lacks notability as there’s no standalone coverage on the etymology of oga. The additional 2021 vol 1 journal reference is a brief mention rather than a standalone coverage and noted the word’s origin being contested. An article made up of non-aligned and unrelated sources (WP: SYNTH), no standalone coverage (WP: N) and contested origins (WP: OR) should be deleted not kept or merged. Esther Kings (talk) 23:21, 26 April 2026 (UTC)[reply]
    Not sure why you keep repeating "delete" to the replies, you put the article up for deletion to begin with, and the reason you want it deleted keeps changing in every reply. Your interpretations of "WP:" don't warrant a deletion. I can't get my hands on the Herskovits source, but the rest unanimously agree that it's a Yoruba word. In the one example I brought up here that mentions a contestation of origin as an aside, no claim of an alternative origin was notable enough to be mentioned. Sohvyan (talk) 15:20, 27 April 2026 (UTC)[reply]
    The closed SPI confirmed no connection to the repeated sockpuppet accusations.
    It is true that Wikipedia:Sockpuppet investigations/Dangermanmeetz/Archive did not confirm any socking allegations; however, quoting the close of Wikipedia:Sockpuppet investigations/Dangermanmeetz:
    • Esther Kings is Confirmed to Star risen. PhilKnight (talk) 00:53, 28 April 2026 (UTC)
No further comment. ⹃Maltazarian parleyinvestigate 19:57, 28 April 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Spartaz Humbug! 07:17, 27 April 2026 (UTC)[reply]

Delete: LLM slop, this page should be removed for breaking Wikipedia regulations. Dangermanmeetz (talk) 19:47, 27 April 2026 (UTC) Delete: LLM Hallucinations Oluwafemi1726 (talk) 22:09, 27 April 2026 (UTC)[reply]

Agreed. The etymology claims literally quotes Herskovits verbatim which isn’t verifiable, goes ahead to say Crowther and Bowen’s dictionaries support claims of oga denoting position of authority or rank whereas the references contain distinct interpretations not supporting claimed modern translations. I couldn’t find any significant standalone coverage on the etymology of oga to support or establish these claims. Esther Kings (talk) 07:27, 28 April 2026 (UTC)[reply]

Comment I would give it another chance if more or any reliable sources are found. Never-ending string (talk) 12:44, 28 April 2026 (UTC)[reply]

Indian Maritime University Navi Mumbai (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:NSCHOOL and WP:GNG as a standalone topic. The article has carried banners for suspected LLM-generated text, promotional wording, and insufficient citations, and the underlying sourcing does not support a separate article. The two news refs are a routine Times of India notice about IMU CET results and a Hindu report on litigation involving the parent Indian Maritime University, neither of which is significant coverage of this campus specifically. The remaining references are the university's own website and a Directorate General of Shipping page, both primary. Historical material about T.S. Dufferin and T.S. Rajendra is largely uncited or single-sourced and in any case concerns predecessor training ships rather than this campus. Per WP:NOPAGE, whatever verifiable content remains belongs in Indian Maritime University rather than as a standalone article Flyingphoenixchips (talk) 14:26, 27 April 2026 (UTC)[reply]

2-Methyl-4H-pyrido(1,2-a)pyrimidin-4-one (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Article fails WP:AISIGNS and contains at least one factual error: Antaki (1958), doi:10.1021/ja01545a041, does not cover 2-substituted 4H-pyrido[1,2-a]-pyrimidines, such as this compound. Given the article was only approved at AfC yesterday, I would not be opposed to draftification pending cleanup. Likewise for a redirect to 4H-Pyrido(1,2-a)pyrimidin-4-one (the parent compound of the class), which also appears to be substantially LLM-written but may be easier to salvage. Preimage (talk) 09:50, 28 April 2026 (UTC)[reply]

The article does not claim that Antaki (1958) covers 2-substituted derivatives. Reference [2] is cited specifically for the 1958 extension to 3-substituted derivatives and for UV spectroscopic characterisation of the ring system. The structural assignment of the 2-methyl compound is attributed to Antaki and Petrow (1951), Reference [1], which is the correct citation. The stated factual error does not appear in the article as written. — CharlesHAntaki (talk) 10:12, 28 April 2026 (UTC)[reply]
Is your claim that the 1958 paper covers 3-substituted derivatives of 2-methyl-4H-pyrido[1,2-a]pyrimidin-4-one? Because it doesn't. Preimage (talk) 10:27, 28 April 2026 (UTC)[reply]
  • Comment if the article misuses its only good source, then we can't have it anyway. But (1) the article doesn't make a good case for this chemical being notable (see Wikipedia:Notability_(chemicals) for a not-yet-accepted but generally sensible definition of notability for chemicals). Is this specific chemical reviewed reasonably thoroughly in secondary or tertiary literature (more than a brief mention in a mention-everything source)? Or is this specific chemical a big feature of multiple primary sources, not just a couple of ancient patents? (2) the article currently begins with a big misunderstanding: "The correct structure of 2-methyl-4H-pyrido[1,2-a]pyrimidin-4-one was established by Antaki and Petrow in 1951". No, that's not how it works. The systematic name describes exactly that structure; the structure corresponding to a systematic name isn't something that is established by experiment, it's a logical consequence of the name, which is an unambiguous description of structure, a verbal version of drawing the molecule. What the article means to say is that several people prior to 1951 made something else but misidentified what they made, and claimed to have made the subject of the current article although they had not. Elemimele (talk) 10:43, 28 April 2026 (UTC)[reply]
  • Note: this discussion has been included in the list of Suspected AI-generated articles-related AfD discussions. Spiderone(Talk to Spider) 13:14, 28 April 2026 (UTC)[reply]
Resonance of the Soul: Flowers and Harmonics (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:NBOOK, has some awards but they're paid for. For example Literary Titan is for self-published authors, Readers' Favorite is just a pay to play website, and OnlineBookClub.org is a website where you pay for author promotion.

Article is written by AI/LLM Wikipedia:WikiProject_AI_Cleanup/Noticeboard#Resonance_of_the_Soul:_Flowers_and_Harmonics Dr vulpes (Talk) 04:13, 28 April 2026 (UTC)[reply]


  • Keep. Per WP:NBOOK, this collection meets one and/or more of the criteria listed under that provision.

1.The work has "been the subject of two or more non trivial published works." The following are some independent sources:

(a) MSN and Monitor. The latter is one of two largest newspapers in Uganda."MSN". "Daily Monitor".

(b) American Osteopathic Association publication, the DO "The DO".

(c) Muwadu, an independent literary African platform "Muwadu".

(d) Fatuma’s Voice, an independent literary African platform "Fatuma's Voice".

2. The book was awarded the Independent Press award, 2026 Distinguished Favorite "IPA". and Literary Titan Gold Book award I believe WP:NBOOK does not exclude works that were awarded to self published work, where the standard is independent coverage.

3. “The book has been considered by reliable sources to have made a significant contribution” to a country’s cultural literature resulting in creation of an award that was established by a national literary institution. "FV". "Nashua". "AOA, The DO".

Regarding the article being written by AI/LLM, Grammarly was used. The article can be re-written to meet Wikipedia requirements. I will revise it accordingly.

MRSawesome33 (talk) 10:58, 28 April 2026 (UTC)Note to closing admin: MRSawesome33 (talkcontribs) is the creator of the page that is the subject of this AfD. [reply]

  1. MSN is a reprint of the article from the Daily Monitor. For the Daily Monitor I can't find an editorial policy or information about the site other than some advertising info. The author Philip Matogo advertising himself as a digital strategist. See the entry for Fatumas Voice below.
  2. The DO accepts short articles for online publication, author is not on the normal staff and is instead a freelancer according the Muckrack.
  3. Muwadu does not have an editorial process or board that reviews it's content. It's a literary platform but not an organized news sources or journal.
  4. Literary Titan has a nice checkout section to buy your award. IPA gave that award to everyone who applied for it. I don't think WP:NBOOK would count awards like this.
  5. Fatumas Voice is authored by the same person who wrote the article for the Daily Monitor (Philip Matogo) and advertises himself with "I develop and manage clients' digital strategy to improve their web presence and achieve their digital marketing goals as well as forge bonds of cooperation with existing and potential clients.". The article from Ink Link is authored by Ivan Edwards so that wouldn't count as an independent source.
Dr vulpes (Talk) 16:21, 28 April 2026 (UTC)[reply]
Football in Lyari (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This article is almost certainly LLM-generated and includes several hallmarks of LLM composition, including numerous places where the article states conclusions not in the cited sources. As one example, I reviewed the sources ([4], [5]) for the graf reading Football holds a singular position in Lyari's social and cultural life. In a district defined by economic marginalisation, and a historically tense relationship with state authorities, the game has long served as a vehicle for collective pride and self-expression. Football has been widely identified by community organisations, journalists, and youth workers as a constructive force in a district that has experienced high rates of poverty and exposure to criminal networks. Local coaches and youth organisers have described the game as a means by which young men are drawn away from negative influences and channelled into communal and competitive activity. This passage makes sweeping claims not supported by the sources. The sources do not indicate a singular position for football in Lyari, just that it is "a big hit". Each source quotes one coach who makes the claims attributed to "local coaches". The second source quotes a single youth social worker, not the multiples of those individuals indicated by the prose. Neither source indicates journalists describing football as a constructive force. Neither source says anything about pride or self-expression. I reviewed other paragraphs and found similar problems with source-text integrity. While it's not at the level of a G15 speedy deletion, the article cannot be salvaged without a volunteer-time-intensive manual review of every source and claim, and thus should be deleted per WP:TNT and WP:NOLLM, with no prejudice against a human-written article on this topic in the future. Dclemens1971 (talk) 19:14, 27 April 2026 (UTC)[reply]

Delete - I was gonna suggest TNT, but the article is not notable and too far gone. ロドリゲス恭子 (talk) 19:58, 27 April 2026 (UTC)[reply]
  • Delete – Looks like a WP:PIG. I don't know why such a lengthy article specifically addresses football in a particular region of Pakistan. The main points could be covered in Lyari#Sports or Football in Pakistan. Svartner (talk) 01:38, 28 April 2026 (UTC)[reply]
  • Merge to Lyari#Sports and/or Football in Pakistan. The article is not unsourced; it cites Reuters, Dawn, Al Jazeera, Arab News and others, and the topic clearly has some real-world coverage. But I agree the current prose overreaches in places and should not be kept as-is. Merge the clearly verified material, with no prejudice against a clean standalone article later.Umais🗣 06:06, 28 April 2026 (UTC)[reply]
    Are you going to be the one who goes through and examines every line to be sure it aligns with the source? It's already shown that the sources don't back up multiple claims in this article. LLM-generated text produces significantly higher verification burdens for our volunteers, which is why generated articles like this using LLMs is now banned. It would be much better to start over with fresh text using the available sources than to merge any of this stuff. Dclemens1971 (talk) 11:38, 28 April 2026 (UTC)[reply]
@Dclemens1971: Hi. Thank you for bringing up this issue. While spotchecking during the DYK review, I checked every source and majorly found them backing claims within the article using some specific keywords only. You may also see in page history that I tried copyediting a little bit. But really sorry, I could not figure out every problematic text at that time, which is my mistake. You may be right that there should be phrasing issues and the article needs a complete rewrite, but I believe it does not mean that the article is unsourced. Currently, it complies WP:INLINE and a rewrite using these very references within the same article structure should work. Not commenting on the AfD part, but I may comment on the DYK part that a reminder ping should have been given to the reviewer (me) before going to close/reject. This previously happened at the DYK review of the article Populus Denver. Any way, thank you again. M. Billoo 13:05, 28 April 2026 (UTC)[reply]
I never said it was unsourced, and that is not the ground for why it should be deleted. It is adequately sourced, but the sources do not support the text during any of my spotchecks, and this is a significant problem with LLM-generated prose, which this is. The grounds for deletion are WP:NOLLM and WP:TNT. Dclemens1971 (talk) 13:06, 28 April 2026 (UTC)[reply]
Understood. M. Billoo 13:52, 28 April 2026 (UTC)[reply]
Squeeze media (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Sources in article are industry PR pieces and LinkedIn, and I'm not finding anything approaching independent secondary sources in my searching. tony 02:56, 27 April 2026 (UTC)[reply]

Do you have a conflict of interest in regards to Squeeze Media? This would include having a significant financial interest, or being an employee. If so, you should neither be editing the article, nor commenting here. BubbaJoe123456 (talk) 14:57, 28 April 2026 (UTC)[reply]
This COI has now been disclosed at User talk:Cpoppenger Spiderone(Talk to Spider) 08:30, 2 May 2026 (UTC)[reply]
Engineering education in the United States (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Another AI-generated "X in Y" article. This could conceivably be a notable subject, but the article is as generic as you could possibly imagine: Extremely general content on how to get a leg up in admissions, licensure requirements, the importance of extracurricular activities, and all kinds of other stuff that would be equally true of education in any other sector, is better covered in other articles, and (most significantly) is largely unsourced. Article should be deleted per WP:NEWLLM and WP:TNT at least. Everything in the article that is specific to engineering education is better covered in other articles, and everything else is so general and common-sense that it is totally pointless. WeirdNAnnoyed (talk) 23:37, 26 April 2026 (UTC)[reply]

Easy speedy delete. SenshiSun (talk) 00:13, 27 April 2026 (UTC) Or so I thought. It's been nominated before on the same grounds, and the last result was keep. What's changed? SenshiSun (talk) 00:16, 27 April 2026 (UTC)[reply]
The physical & psychological toll food takes on incarcerated women populations in the United States (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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WP:ESSAY and WP:NEWLLM violation. Article appears to have been part of a student assignment, which is fine in draftspace but not in mainspace. WeirdNAnnoyed (talk) 12:42, 26 April 2026 (UTC)[reply]

Delete WP:ESSAY and WP:NOLLM all in one. Dr vulpes (Talk) 01:35, 27 April 2026 (UTC)[reply]

Model specification (artificial intelligence) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Most likely violates WP:NEWLLM. GrinningIodize (talk) 21:00, 20 April 2026 (UTC)[reply]

I'm also nominating for the same reasons:

Missionary linguistics (edit | talk | history | protect | delete | links | watch | logs | views)
United States export controls on AI chips and semiconductors (edit | talk | history | protect | delete | links | watch | logs | views)
AI Action Plan (edit | talk | history | protect | delete | links | watch | logs | views)
A National Policy Framework for Artificial Intelligence (edit | talk | history | protect | delete | links | watch | logs | views)
Dakshin Char Kalibari Masjid (edit | talk | history | protect | delete | links | watch | logs | views)
Interim Measures for the Management of Anthropomorphic AI Interactive Services (edit | talk | history | protect | delete | links | watch | logs | views).
California Assembly Bill 2013 (2024) (edit | talk | history | protect | delete | links | watch | logs | views).

GrinningIodize (talk) 21:14, 20 April 2026 (UTC)[reply]

*Also Delete all for WP:NEWLLM. Is there a way to warn the editor to stop making these pages? Ismeiri (talk) 02:34, 21 April 2026 (UTC)[reply]

Delete all + some salt per Ismeiri TheAFDGuy (talk) 08:13, 21 April 2026 (UTC) Strike probably sock !vote. Toadspike [Talk] 20:46, 21 April 2026 (UTC)[reply]

Which ones should be salted? GrinningIodize (talk) 12:17, 21 April 2026 (UTC)[reply]
@Toadspike Why do you suspect that @TheAFDGuy is a sock? The editor interaction analyzer shows that their only common interaction with @Ismeiri is on this discussion, and there was a five-hour difference. GrinningIodize (talk) 12:55, 22 April 2026 (UTC)[reply]
Whoops replied to the wrong post. GrinningIodize (talk) 12:56, 22 April 2026 (UTC)[reply]
@GrinningIodize The username; the rapid-fire, low-effort, and (like here) nonsensical AfD !votes; and their responses on their talk page. I think it's likely this is BCD. Toadspike [Talk] 13:03, 22 April 2026 (UTC)[reply]
How do we know that? BCD has dozens of (dead, presumably) socks that could have been involved. GrinningIodize (talk) 13:08, 22 April 2026 (UTC)[reply]
Also, the activity analyzer shows no connection between BCD's latest socks and @TheAFDGuy. GrinningIodize (talk) 13:11, 22 April 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: I've reformatted the nomination per WP:BUNDLE to allow for script handling. Please note there are 8 pages nominated here. If you are only addressing some of them, please make that clear in your !vote.
With the LLM authorship issue presumably addressed, at least for some of the nominated pages, arguments can now be based on subject merit.
Kudos to SuperPianoMan9167 for restoring the AfD notice tags.
Please add new comments below this notice. Thanks, Owen× 12:51, 28 April 2026 (UTC)[reply]
Partitioned Elias–Fano indexes (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
(Find sources: Google (books · news · scholar · free images · WP refs· FENS · JSTOR · TWL)

The first citation is a primary source, the second citation 404's, the third sitation seems self-published, the fourth source is primary, self-published and not independent, the fifth source seems non-independent, and the sixth source 404's. Seems to fail WP:GNG.

But more importantly: this uses inline vertical lists (WP:AILIST) and invalid DOIs (WP:AISIGNS#Invalid_DOI_and_ISBNs). Seems LLM-generated. The page creator, Tomlovesfar, created a similar article around this time, Upper Confidence Bound, which had largely the same issues.

When they first created the article, there was also a large amount of citation errors, such as "unknown parameter |booktitle= ignored" and "Check |url= value". The external links they provided were in Markdown format. (Markdown uses [https://example.com](Example text) while MediaWiki uses [https://example.com Example text]. Meets WP:AISIGNS#Broken wikitext. There were also duplicated references.

And it contains weasel words, specifically in this text: Benchmarks demonstrate that PEF maintains competitive query performance.

Delete per WP:GNG and WP:LLM. ozmoozmo@enwiki (talk:contribs) 07:29, 20 April 2026 (UTC)[reply]

*::Keep G15 is declined ‍ TomLovesFar ‍💬 04:48, 21 April 2026 (UTC)[reply]

You can't !vote twice. ~WikiOriginal-9~ (talk) 18:45, 22 April 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Complex/Rational 14:12, 27 April 2026 (UTC)[reply]
Nicolaj Jørgensen (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
(Find sources: Google (books · news · scholar · free images · WP refs· FENS · JSTOR · TWL)

Appears to be a WP:LLMT from the page on da.wiki including nonsense code in many of the references such as "Retrieved 13 March 2025" and several broken links. This suggests that the references have been copied and added to en wiki without the minimum amount of checking required. JMWt (talk) 08:22, 19 April 2026 (UTC)[reply]

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Cavarrone 07:23, 27 April 2026 (UTC)[reply]
Sogaria railway station (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
(Find sources: Google (books · news · scholar · free images · WP refs· FENS · JSTOR · TWL)

LLM generated nonnotable station. Fermiboson (talk) 12:26, 18 April 2026 (UTC)[reply]

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Cavarrone 21:28, 25 April 2026 (UTC)[reply]


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