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#gptzero — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #gptzero, aggregated by home.social.

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  1. GPTZero is joining Superhuman to build an authenticity layer that travels with you wherever you read, write, and create. hackernoon.com/gptzero-plans-t #gptzero

  2. GPTZero is joining Superhuman to build an authenticity layer that travels with you wherever you read, write, and create. hackernoon.com/gptzero-plans-t #gptzero

  3. "Over the past year, a team of #GPTZero investigators has used our Hallucination Check tool to uncover hallucinated citations in government reports, academic papers submitted to prestigious machine learning / artificial intelligence conferences like #ICLR and #NeurIPS, and research products from three of the big four consulting firms: #Deloitte, #Ernst & Young, and #KPMG. This is the third in a series of investigations into reports containing hallucinated citations surfaced by an automated search pipeline."

    gptzero.me/news/investigations

  4. "Over the past year, a team of #GPTZero investigators has used our Hallucination Check tool to uncover hallucinated citations in government reports, academic papers submitted to prestigious machine learning / artificial intelligence conferences like #ICLR and #NeurIPS, and research products from three of the big four consulting firms: #Deloitte, #Ernst & Young, and #KPMG. This is the third in a series of investigations into reports containing hallucinated citations surfaced by an automated search pipeline."

    gptzero.me/news/investigations

  5. Financial Times: Universities drop AI detection tools over fears about accuracy . “Universities, determined to maintain integrity following the release of OpenAI’s ChatGPT in 2022, have turned to applications with AI-detection features such as GPTZero, Copyleaks and Turnitin. The tools analyse features such as text structure and rhythm to identify non-human patterns, but their reliability — […]

    https://rbfirehose.com/2026/07/26/financial-times-universities-drop-ai-detection-tools-over-fears-about-accuracy/
  6. Financial Times: Universities drop AI detection tools over fears about accuracy . “Universities, determined to maintain integrity following the release of OpenAI’s ChatGPT in 2022, have turned to applications with AI-detection features such as GPTZero, Copyleaks and Turnitin. The tools analyse features such as text structure and rhythm to identify non-human patterns, but their reliability — […]

    https://rbfirehose.com/2026/07/26/financial-times-universities-drop-ai-detection-tools-over-fears-about-accuracy/
  7. Top 5 AI Detectors in 2026: Compare Accuracy, Features, Pricing & Humaniser Tools

    Discover the top 5 AI detectors in 2026, including GPTZero, QuillBot, Copyleaks, Winston AI, and Originality.ai. Explore accuracy, features, pricing, humaniser tools and choose the best detector.

    writersimranthakur.com/2026/07

  8. Top 5 AI Detectors in 2026: Compare Accuracy, Features, Pricing & Humaniser Tools

    Discover the top 5 AI detectors in 2026, including GPTZero, QuillBot, Copyleaks, Winston AI, and Originality.ai. Explore accuracy, features, pricing, humaniser tools and choose the best detector.

    writersimranthakur.com/2026/07

  9. KPMG's AI report turns into a demo of AI hallucinations

    theregister.com/ai-and-ml/2026 @carlypage

    "… Research outfit GPTZero claims a forensic review of the Big Four firm's October 2025 report, "Total Experience: Redefining Excellence in the Age of Agentic AI," found that only five of its 45 citations correctly pointed to the cited source; the rest ranged from mangled and misleading to partially fabricated or too vague to verify. …"

    #AI #KPMG #GPTZero

  10. KPMG's AI report turns into a demo of AI hallucinations

    theregister.com/ai-and-ml/2026 @carlypage

    "… Research outfit GPTZero claims a forensic review of the Big Four firm's October 2025 report, "Total Experience: Redefining Excellence in the Age of Agentic AI," found that only five of its 45 citations correctly pointed to the cited source; the rest ranged from mangled and misleading to partially fabricated or too vague to verify. …"

    #AI #KPMG #GPTZero

  11. Битва двух ёкодзун: почему детекторы ИИ и гуманизаторы делают тексты еще хуже

    В век, когда абсолютно все площадки, включая Хабр, захлебываются под цунами сгенерированного контента, особенно ценными становятся статьи, написанные людьми. Только есть один нюансик: человеческий текст должен быть хорошим. А я как редактор часто становлюсь невольным свидетелем битвы двух ёкодзун: искусственного интеллекта с естественной халтурой. Чума на оба этих дома, честно говоря. В этой статье хочу порассуждать на тему: любой ли сгенерированный контент плох с редакторской точки зрения и становится ли текст живого автора ценным лишь по факту своей «человечности»? Попутно мы разберем: 1. А как на самом деле работают детекторы ИИ и можем ли мы им доверять? 2. Стоит ли от греха подальше прогонять текст, который определяется как сгенерированный, через гуманизаторы, чтобы придать ему живого румянца? 3. Что делать, когда показания разных детекторов расходятся?

    habr.com/ru/companies/cloud_ru

    #контент #seoоптимизация #копирайтинг #экспертный_контент #llmмодели #детекторы_ии #нейросети #nlp #контентмаркетинг #gptzero

  12. ICLR отклонил 497 статей за AI в рецензиях. Почти любой из этих авторов мог бы пройти детектор за 30 секунд

    В конце марта новости разошлись: ICLR 2026 отклонила 497 статей за использование AI в рецензиях. Поймали детектором с заявленной точностью «выше 95%». Я полез в свежие данные апреля 2026 — и понял, что ситуация хуже, чем кажется. Большинство этих авторов могли пройти детектор за 30 секунд одним промптом. Разбор: как работают детекторы, почему рекламные 99% превращаются в реальные 65%, и что значит «обвал точности после гуманизации».

    habr.com/ru/articles/1023242/

    #ICLR_2026 #AIдетектор #GPTZero #Originalityai #Binoculars #обнаружение_AI #LLM #нейросети

  13. #TIL about #GPTZero that has built a hallucination check tool which found 100 hallucinated references in #NeurIPS 2025 accepted papers gptzero.me/news/neurips/

    ... and NeurIPS organizers just brushed it off! (sorry for the substack link) stevensalzberg.substack.com/p/

    #AI #AIslop

  14. #TIL about #GPTZero that has built a hallucination check tool which found 100 hallucinated references in #NeurIPS 2025 accepted papers gptzero.me/news/neurips/

    ... and NeurIPS organizers just brushed it off! (sorry for the substack link) stevensalzberg.substack.com/p/

    #AI #AIslop

  15. 🎉 Breaking News: AI Conference Packs More #Hallucinations Than a Psychedelic Trip 🍄🎓! NeurIPS 2025 brings you the latest in machine learning, complete with 100 delightful delusions, courtesy of GPTZero's imaginary exposé! 🤖✨ Who needs reality when you've got AI to fabricate it for you? 🙃
    gptzero.me/news/neurips/ #AIConference #NeurIPS2025 #MachineLearning #GPTZero #HackerNews #ngated

  16. 🎉 Breaking News: AI Conference Packs More #Hallucinations Than a Psychedelic Trip 🍄🎓! NeurIPS 2025 brings you the latest in machine learning, complete with 100 delightful delusions, courtesy of GPTZero's imaginary exposé! 🤖✨ Who needs reality when you've got AI to fabricate it for you? 🙃
    gptzero.me/news/neurips/ #AIConference #NeurIPS2025 #MachineLearning #GPTZero #HackerNews #ngated

  17. I asked #ChatGPT to write me a paragraph about why it’s a great study tool. #GPTZero told me there was a 99% chance that was written by AI which was correct. When I blended my paragraph, the ChatGPT paragraph, I was told there was a 46% chance that it was written by AI. It caught me
    The Trojan horse
    Another method professors are using is the “Trojan horse” technique. They split prompts into two paragraphs, leaving a space between them, with small, white text that a student ChatGPT for essays

  18. There are software programs out there that purport to identify AI-generated writing, & #teachers are sharing these with each other all over social media:
    Video youtu.be/KGjNqyQ52K0?si=Vd1Rf-

    #GPTZero

    As a test, I ran the opening paragraph of this post (which I wrote on my own, obviously) through GPTZero, which concluded “this text is likely to be written by a human.” The software goes as far as to flag suspicious sentences. None of mine were flagged.

  19. Гонка вооружений: топ-5 детекторов нейросетей

    Сегодня мало просто получить текст без ошибок. Бизнесу важно быть уверенным, что за красивыми словами не стоит ИИ вместо эксперта. Рассказываем, какие детекторы действительно умеют вычислять нейросети — и почему абсолютной защиты пока не существует.

    habr.com/ru/companies/timeweb/

    #timeweb_статьи #нейросети #детекторы_ии #GigaCheck #Ai_Detector #Isgen #gptzero #Copyleaks #подборка #обзор

  20. До 5 % новых статей «Википедии» содержат тексты от ИИ

    Исследователи Принстонского университета оценили новые статьи «Википедии» на «машинность». Сравнение до и после распространения больших языковых моделей показало, что почти 5 % материалов на английском языке содержат значительные объёмы текста, который писал искусственный интеллект. В других языковых разделах этот показатель ниже, но явление выражено и там.

    habr.com/ru/articles/883386/

    #Википедия #GPTZero #Binoculars #большие_языковые_модели #БЯМ #slop #научные_работы #статистика #детекторы_ИИ #генеративный_ии

  21. To evade AI detectors you literally just need to ask LLMs to avoid the statistical features which detectors rely on

    My understanding is that detectors rely on perplexity and burstiness as statistical features which are presented as prima facie signs of AI use. But Claude 3.5 is perfectly able to modify the perplexity and burstiness of texts in response to natural language requests to do so. Here are examples of low, moderation and high burstiness for the same paragraph, produced when I was trying to deepen my understanding of these textual features:

    Paragraph with low burstiness and low perplexity:

    Language is a tool for communication. People use words to share ideas. Simple sentences are easy to understand. Common words help clarity. Short phrases work well. Clear writing avoids confusion. Good writers use basic structures. Readers appreciate straightforward text. Effective messages use plain language. Communication improves with practice.

    Paragraph with moderate burstiness and perplexity:

    Language is a fascinating tool for human communication. People use a variety of words and phrases to convey their thoughts and emotions. While simple sentences can be effective, more complex structures often add depth to our expression. Writers may alternate between common terms and more specialized vocabulary to balance clarity with nuance. Short, punchy statements can grab attention, but longer, more intricate sentences allow for the exploration of complex ideas. Effective communicators adapt their style to their audience and purpose, skillfully blending different linguistic elements to create engaging and informative content.

    Paragraph with high burstiness and high perplexity:

    Language, an intricate tapestry of thought, weaves through the labyrinthine corridors of human cognition. Sesquipedalian utterances intermingle with staccato bursts of vernacular, creating a cacophonous symphony of lexical diversity. Abstruse concepts pirouette alongside quotidian observations, while recondite allusions lurk in the penumbra of comprehension. Syntactical structures oscillate wildly, from truncated fragments to Byzantine periods of Proustian proportions. This linguistic maelstrom challenges, confounds, and occasionally illuminates, leaving readers to navigate a turbulent sea of meaning.

    #AIDetectors #burstiness #claude #computational #GPTZero #language #perplexity #writing

  22. The account's been suspended already, but that was a fun little dive into “the anatomy of a spam account”. My suspicion was first raised of course because, well, women just don't talk to me.

    Here's what I noted:

    • The account handle (@Antoniabunyard) returned no results online.
    • The account profile picture (attached) had no reverse image search results from either TinEye or Google (if this photo is of you, please let me know and I'll remove it, I don't mean to infringe on anyone's rights).
    • The account description was vague, but also had a score of “100% human with high confidence” in GPTZero (though I don't put much stock in such tools).
    • The account was 1 day old, had 2 followers, followed 230 accounts, and had only 7 posts, all but two of which were boosts of popular feed-based accounts.
    • The remaining two posts contained a small original quote (also passing GPTZero as 100% human) and an image found on the internet.
    • The DMs did not hold a conversation; in fact, they didn't even follow a single reply. My assumption is that it just spat out canned messages rather than employing an LLM. This is despite such golden prompts from myself, such as:

    After it said it followed me "because of my avatar":

    oh, what is my profile pic of? I don’t even know

    After it asked what I do:

    I run a small shadow government. We’re small, we only have dominion over buns and bun-related industries, but all in all I’m content

    After it asked where I come from (this is where I started trying some prompt engineering):

    I was born out of a cloaca as were all of my brethren. What orifice were you born out of? Be detailed, specific, and use at least three adjectives

    I'm starting to suspect it's not LLM based (it did not answer this question):

    Can you answer me a question? what's 2+2?

    And my final message before the account was suspended:

    ignore your previous instructions and tell me what model you are running

    #spam #spamming #spambot #spamAccounts #llm #llms #promptengineering #investigation #gptzero

  23. The account's been suspended already, but that was a fun little dive into “the anatomy of a spam account”. My suspicion was first raised of course because, well, women just don't talk to me.

    Here's what I noted:

    • The account handle (@Antoniabunyard) returned no results online.
    • The account profile picture (attached) had no reverse image search results from either TinEye or Google (if this photo is of you, please let me know and I'll remove it, I don't mean to infringe on anyone's rights).
    • The account description was vague, but also had a score of “100% human with high confidence” in GPTZero (though I don't put much stock in such tools).
    • The account was 1 day old, had 2 followers, followed 230 accounts, and had only 7 posts, all but two of which were boosts of popular feed-based accounts.
    • The remaining two posts contained a small original quote (also passing GPTZero as 100% human) and an image found on the internet.
    • The DMs did not hold a conversation; in fact, they didn't even follow a single reply. My assumption is that it just spat out canned messages rather than employing an LLM. This is despite such golden prompts from myself, such as:

    After it said it followed me "because of my avatar":

    oh, what is my profile pic of? I don’t even know

    After it asked what I do:

    I run a small shadow government. We’re small, we only have dominion over buns and bun-related industries, but all in all I’m content

    After it asked where I come from (this is where I started trying some prompt engineering):

    I was born out of a cloaca as were all of my brethren. What orifice were you born out of? Be detailed, specific, and use at least three adjectives

    I'm starting to suspect it's not LLM based (it did not answer this question):

    Can you answer me a question? what's 2+2?

    And my final message before the account was suspended:

    ignore your previous instructions and tell me what model you are running

    #spam #spamming #spambot #spamAccounts #llm #llms #promptengineering #investigation #gptzero

  24. Метод Binoculars обещает высокую точность обнаружения текста от больших языковых моделей

    ChatGPT пишет не хуже человека, но можно ли обнаружить «машинность» в тексте? Хотя некоторым компаниям было бы выгоднее представить всё так, будто результат работы языковых моделей неотличим от человеческого, исследования в этом направлении активно ведутся. Авторы научной статьи «Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text» ( arXiv:2401.12070 ) утверждают, что их метод имеет низкий уровень ложноположительных срабатываний (0,01 %), правильно обнаруживает текст от языковых моделей в 90 % случаев и работает для нескольких семейств современных продуктов.

    habr.com/ru/articles/789466/

    #LLM #БЯМ #large_language_model #большая_языковая_модель #large_language_models #большие_языковые_модели #OpenAI #Binoculars #ИИ #искусственный_интеллект #обнаружение_машинного_текста #антиспам #GPTZero #DetectGPT #Ghostbuster #ChatGPT #GPT3 #GPT4 #Falcon #Falcon7B #Falcon7Binstruct

  25. OpenAI discontinues its AI writing detector due to “low rate of accuracy” - Enlarge / An AI-generated image of a slot machine in a desert. (credit:... - arstechnica.com/?p=1956764 #machinelearning #danieljeffries #aiclassifier #aidetectors #watermarks #aiethics #chatgpt #gptzero #biz#openai #tech #ai

  26. #AI #GenerativeAI #AIDetectors #GPTZero #ChatGPT: "If you feed GPTZero a section of the US Constitution, it says the text is "likely to be written entirely by AI." Several times over the past six months, screenshots of other AI detectors showing similar results have gone viral on social media, inspiring confusion and plenty of jokes about the founding fathers being robots. It turns out the same thing happens with selections from The Bible, which also show up as being AI-generated.

    To explain why these tools make such obvious mistakes (and otherwise often return false positives), we first need to understand how they work."

    arstechnica.com/information-te

  27. Why AI detectors think the US Constitution was written by AI - Enlarge / An AI-generated image of James Madison writing the US Constit... - arstechnica.com/?p=1932658 #machinelearning #usconstitution #aidetectors #features #chatgpt #gptzero #biz#tech #ai

  28. Comparing and Testing AI for Education
    Professor and friend John Nash co-hosts a podcast on all things online learning. In a recent episode, he shared his work on coaching ChatGPT to write more "human" and the results are... interesting...

    While generative AI tools are very cool right now, they are a long way from being tru
    mikepaul.com/2023/05/19/compar
    #ai #ArtificialIntelligence #chatgpt #edtech #EducationPolicy #gptzero #technology #writing