After another 'AI Detected' flag, I resorted to Gemini to lay it out.

https://philosophics.blog/2026/03/31/this-post-is-almost-entirely-ai-read-it-anyway/?utm_source=masto&utm_medium=social

Gemini produced an entire blog post. It did offer me tips to dumb down my writing, but I declined. I also had NotebookLM create a podcast, cuz that's how I roll.

#philosophy #writing #ai #aidetectors #statistics #falsepositives #aipolice #bollox #blog #podcast #academicessays #lexicaldensity #LLMs #ontologicalgrammar #Parfit #perception #syntacticregularity #critique #Gemini #Kant #language #pooh

I use a probabilistic pattern engine (AI) to expose probabilistic reasoning errors in humans using probabilistic pattern engines (AI detectors) to judge probabilistic pattern engines.

#artificialintelligence #aidetectors #chatgpt

🇬🇧 𝗣𝗿𝗼𝘃𝗶𝗻𝗴 𝗪𝗵𝗮𝘁 𝗬𝗼𝘂 𝗪𝗿𝗼𝘁𝗲 𝗜𝘀 𝗬𝗼𝘂𝗿𝘀 𝗶𝗻 𝘁𝗵𝗲 𝗔𝗴𝗲 𝗼𝗳 𝗔𝗜

𝖠𝗋𝖾 𝗎𝗇𝖿𝖺𝗂𝗋 𝖠𝖨 𝖽𝖾𝗍𝖾𝖼𝗍𝗈𝗋𝗌 𝖿𝗅𝖺𝗀𝗀𝗂𝗇𝗀 𝗒𝗈𝗎𝗋 𝗀𝖾𝗇𝗎𝗂𝗇𝖾 𝗐𝗈𝗋𝗄? 𝖠 𝗅𝗈𝗈𝗄 𝖺𝗍 𝗍𝗁𝖾 𝖻𝖺𝗍𝗍𝗅𝖾 𝖻𝖾𝗍𝗐𝖾𝖾𝗇 𝗐𝗋𝗂𝗍𝗍𝖾𝗋 𝖺𝗇𝖽 𝗂𝗇𝖺𝖼𝖼𝗎𝗋𝖺𝗍𝖾 𝖼𝗁𝖾𝖼𝗄𝖾𝗋𝗌, 𝗍𝗁𝖾 𝗋𝗂𝗌𝖾 𝗈𝖿 "𝗁𝗎𝗆𝖺𝗇𝗂𝗌𝖾𝗋" 𝗍𝗈𝗈𝗅𝗌, 𝖺𝗇𝖽 𝗐𝗁𝗒 𝖾𝖽𝗎𝖼𝖺𝗍𝗈𝗋𝗌 𝗆𝗎𝗌𝗍 𝗌𝗍𝗈𝗉 𝗉𝗎𝗇𝗂𝗌𝗁𝗂𝗇𝗀 𝗁𝖺𝗋𝖽 𝗐𝗈𝗋𝗄 𝗂𝗇 𝗍𝗁𝖾 𝖺𝗀𝖾 𝗈𝖿 𝖠𝖨.

https://dariusz.wieckiewicz.org/en/proving-what-you-wrote-is-yours-in-the-age-of-ai/

#AIDetectors
#AcademicIntegrity
#Ethics
#GenuineWork
#StopFalseAccusations
#HumanGenerated
#FairGrading
#AIChallenge
#Writing

Looking for open source #aiDetectors and/or scientific research into low cost computation AI detection (is it possible to detect the garbage without running new CPU cycles to heat the planet?). #aiDetector

I have googled and duckduckgo'd without finding anything interesting.

I found this list, but I'm really looking for some actual open source projects with promise https://github.com/ai-detected/ai-content-detectors

#top10 Best #AIDetectors This Year

https://www.geeky-gadgets.com/10-best-ai-detectors-this-year/

#AI #GenerativeAI #AIDetectors #Universities #HigherEd: "About two-thirds of teachers report using an AI checker regularly, according to a survey of more than 450 instructors published in March by the Center for Democracy & Technology.

The best AI writing detectors are highly accurate, but they’re not foolproof. Businessweek tested two of the leading services—GPTZero and Copyleaks—on a random sample of 500 college application essays submitted to Texas A&M University in the summer of 2022, shortly before the release of ChatGPT, effectively guaranteeing they weren’t AI-generated. The essays were obtained through a public records request, meaning they weren’t part of the datasets on which AI tools are trained. Businessweek found the services falsely flagged 1% to 2% of the essays as likely written by AI, in some cases claiming to have near 100% certainty.

Even such a small error rate can quickly add up, given the vast number of student assignments each year, with potentially devastating consequences for students who are falsely flagged. As with more traditional cheating and plagiarism accusations, students using AI to do their homework are having to redo assignments and facing failing grades and probation."

https://www.bloomberg.com/news/features/2024-10-18/do-ai-detectors-work-students-face-false-cheating-accusations

Learn how to bypass AI detectors with GPT-o1 in 2024. Use this proven method to humanize your AI-generated content and avoid detection using free tools like Claude.

#GPT01 #AIDetectors #ContentCreation #SEO #AIContent #HumanizedContent #Claude #InsanCreation
https://naturalcure.muragon.com/entry/86.html

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.

https://markcarrigan.net/2024/08/05/to-evade-ai-detectors-you-literally-just-need-to-ask-llms-to-avoid-the-statistical-features-which-detectors-rely-on/

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