21 ms·
New AI classifier for indicating AI-written text
- kiru_io 4y agoIt would be interesting to know how this compares againast GPTZeor [0]. [0] https://gptzero.me/ https://gptzero.me/
- michaericalribo 4y agoI foresee a dystopian education outcome: 1. Classifiers like this are used to flag possible AI-generated text 2. Non-technical users (teachers) treat this like a 100% certainty 3. Students pay the price. Especially with a true positive rate of only 26% and a false positive rate of 9%, this seems next to useless.
- TheRealPomax 4y agoSo, status quo then? This is already the case for educational software that's used to detect plagiarism. People get wrongly flagged, and then you'll have to plead your case. But the times software like this finds actual problems vastly outnumbers of times it doesn't, and when you choice is between "passing kids/undergrads who cheat the system" and "the occasional arbitration", you go with the latter. Schools don't pay teachers anywhere near enough to not use these tools.
- michaericalribo 4y agoGiven the published true and false positive rates, it's clear that the true positives do not "vastly outnumber" false positives.
- notahacker 4y ago> This is already the case for educational software that's used to detect plagiarism. People get wrongly flagged, and then you'll have to plead your case. How often is that the case though? A while since I've had to worry about it, but I thought plagiarism detection generally worked on the principle of looking for the majority of the content being literal matches with existing material out there with only a few small edits, which - unlike using some "AIish" turns of phrase a bot wrongly attributes to humans 9% of the time and correctly attributes to AI with a not much better success rate - is pretty hard to do accidentally.
- i_have_an_idea 4y agoA long time ago when I was a student, I would run my papers through Turnitin before submitting. The tool would sometimes mark my (completely original) work as high as mid 20% similarity. As a result, I have taken out quotes and citations to appease it and not have to deal with the hassle. I expect modern day students will resort to similar measures.
- notahacker 4y agoIIRC the marker got the same visualization that you used to take out quotes and citations that highlighted that the similar bits were in fact quotes and citations! Maybe high school is a different matter, but I'm pretty sure even the most technophobic academic knows that jargon, terse definitions and the odd citation overlapping with stuff other people have written is going to make a similarity of at least 10% pretty much inevitable, especially when the purpose of the exercise is to show you understand the core material well enough to cite and paraphrase and compare it, not to generate novel academic insight or show you understood the field so well you didn't need to refer back to the source material. The people they were actually after were the ones that downloaded something off essaybank, removed a couple of paragraphs and rewrote the intro to match the given title and ended up with 80%+ similarity
- PeterisP 4y agoCurrently the false positive rate is far lower. E.g. I get 500-ish submissions over a school year then a 1% false positive rate would mean I'd falsely accuse 5 innocent students annually, which isn't acceptable at all - and a 9% FP rate is so high that's even not worth investigating; do you know of any grader who has the spare time to begin formal proceedings/extra reviews/investigation for 9% of their homework? For plagiarism suspicions at least the verification is simple and quick (just take a look at the identified likely source, you can get a reasonable impression in minutes) - I can't even imagine what work would be required to properly verify ones flagged by this classifier..
- TheRealPomax 4y ago> I can't even imagine what work would be required to properly verify ones flagged by this classifier. Yet.
- flatline 4y agoAt the same time the classifier is improving, the generative models are improving. It’s a classic arms race and this equilibrium is not likely to shift much either way. We are talking about models that approximate human behavior with a high degree of accuracy, I think the goal would be to make them indistinguishable in any meaningful way.
- PeterisP 4y agoCan you elaborate? I don't think that this is something that can change through tech advances for the classifiers - in all cases the classifier is just flagging for investigation, it's not sufficient for any action. For plagiarism, appropriate evidence comes from a person comparing the submission with the possible source of plagiarism. For this one, the proper evidence would require getting confirmation that the student actually generated that data - e.g. identifying the exact tool and prompt that was used, or logs from the students' computer showing that this was done, or logs from the text generation service provider. All of those are quite tricky to get and perhaps even not possible.
- Fomite 4y ago
- dougmwne 4y agoThe cheating students who know how to use the classifier will be the big winners.
- cjbgkagh 4y ago> false positive rate of 9% Yeah, that is useless. You couldn't punish based on that alone and students will quickly figure out to never confess.
- LarryMullins 4y ago> 2. Non-technical users (teachers) treat this like a 100% certainty This is the part that needs to be addressed the most. Teachers can't offload their critical reasoning to the computer. They should ask their students to write things in class and get a feeling for what those individual students are capable of. Then those that turn in essays written at 10x their normal writing level will be obvious, without the use of any automated cheat detectors. I was once accused of cheating by a computer; my friend and I both turned in assignments that used do-while loops, which the computer thought was so statistically unlikely that we surely must have worked together on the assignment. But the explanation was straight forward; I had been evangelizing the aesthetic virtue of do-while loops to anybody that would listen to me, and my friend had been persuaded. Thankfully the professor understood this once he compared the two submissions himself and realized we didn't even use the do-while loop in the same part of the program. There was almost no similarity between the two submissions besides the statistically unlikely but completely innocuous use of do-while loops. It's a good thing my professor used common sense instead of blindly trusting the computer.
- londons_explore 4y ago> blindly trusting the computer. Professors blindly trust the computer not out of laziness, but to protect themselves from accusations of unfairness... "The work was detected as plagiarism, but the professor overrode it for the pretty girl in class, but not for me"
- mitchdoogle 4y agoSeems like something like this should only be used as a first-level filter. If the writing doesn't pass, it warrants more investigation. If no proof of plagiarism is found, then there's nothing else to do and professor must pass the student
- TchoBeer 4y agowith a 26% true positive rate that seems flawed.
- 4y ago
- thewataccount 4y agoHopefully they just flag relevant sections. Essay/Plagiarism checkers already exist, although in my experience professors were reasonable. For example I had a paragraph or two get flagged as being very similar to another paper - but both papers were about a fairly niche topic (involving therapy animals) and we had both used the relevant quotes from the study conclusions from one of only a few decent sources at the time - so of course they were going to be very similar. Given that most essays are about roughly the same set of topics, and there are literally hundreds of thousands of students writing these - I wonder how many variations are even possible for humans to write as I would expect us to converge on similar essays?
- michaericalribo 4y agoPlagiarism is easier to verify, because you can directly compare with the plagiarized source material
- thewataccount 4y agoAbsolutely. I think it may have to end up more as a statistics thing with behaviour. For example: "Tom had a single paragraph flag as possibly generated" vs "Every single paper Tom writes has paragraphs flag" Basically we might have to move to detecting statistical outliers as cheating. Now whether the tools/teachers will understand/actually do that - we can only hope....
- blueblimp 4y agoThat's a good point: the effectiveness at detecting AI generation is probably going to depend strongly on the length of the text.
- amelius 4y agoSolution: just write your texts with a bit less confidence than gpt3 would.
- janalsncm 4y agoI urge anyone with time to write to tech journalists explaining why this is so bad. Given previous coverage of GPTZero they don’t seem to be asking the right questions.
- claytonjy 4y agoIs there a longer-form paper on this yet? TPR (P(T|AI)) and FPR (P(T|H)) are useful, but what I really want is the probability that a piece flagged as AI-generated is indeed AI-generated, i.e. P(AI|T). Per Bayes rule I'm missing P(AI), the portion of the challenger set that was produced by AI. If we assume the challenger set is evenly split 50-50, that means P(AI|T) = P(T|AI)P(AI)/P(T) = (0.26)(0.5)/(0.26+0.09) ~ 37% So slightly better than a 1/3 chance of the flagged text actually being AI-generated. They say the web-app uses a confidence threshold to keep the FPR low, so maybe these numbers get a bit better, but very far from being used as a detector anywhere it matters.
- TchoBeer 4y ago>Per Bayes rule I'm missing P(AI), the portion of the challenger set that was produced by AI This will obviously depend on your circumstances.
- drc500free 4y agoPrecision is impossible to calculate without knowing P(AI), which is use-case specific. Source: Spent 10 years trying to explain this to government people who insisted that someone tell them Precision based purely on the classifier accuracy without considering usage.
- kmkemp 4y agoAny solution here is just an arms race. The better AI's get at generating text, the more impossible the job of identifying if an AI was responsible for writing a given text sample.
- e_i_pi_2 4y agoYou could even just set up a GAN to make the AI better at not being detected as something written by an AI, I don't see a good general solution to this, but I also see it as a non-issue - if students have better tools they should be able to use them, just like a calculator on a test - that's allowed on tests because you still need to understand the concepts to put it to use
- Kiro 4y agoFunny how everyone praised GPTZero that has even worse rates but starts being skeptical when it's OpenAI, the new bad guy.
- deleted 4y ago[deleted]
- dns_snek 4y ago"Everyone" didn't. In fact, the 5 top comments in that thread[1] all called it useless or pointed out serious flaws. [1] https://news.ycombinator.com/item?id=34556681 https://news.ycombinator.com/item?id=34556681
- e_i_pi_2 4y agoI can't remember the keyword to look it up, but there's a problem of statistics you run into with stuff like terrorism detection algorithms If we have 300M people in the US and only 1k terrorists, then you need 99.9999% accuracy before you start getting more true positives than false positives. If you use this in a classroom where no one is actually using AI you'll get false positives, and in a class where the usage is average you'll still get more false positives than true ones, which makes the test do more harm than good unless it's just a reason to look into it more - and the teacher is presumably already reading the text so if that doesn't help than this surely won't
- xmddmx 4y agoIt's the False Positive Paradox: https://en.wikipedia.org/wiki/Base_rate_fallacy#False_positive_paradox https://en.wikipedia.org/wiki/Base_rate_fallacy#False_positi...
- adamsmith143 4y agoOr we realize that essays aren't that important and technical skills will become more highly valued. Either way, ChatGPT can't do your exams for you so the truth will come out anyway.
- mitchdoogle 4y agoWriting is very important for understanding a topic and long-term recall. I still remember topics from papers I did 15 years ago because I spent 10s of hours researching and writing and forming ideas about each topic. Instead of being overzealous about catching cheaters, teachers should learn to express the importance of writing and why it is done. Convince the students that they should do it to be a smarter person, not just to get a grade, and they will care more about doing it honestly.
- 8note 4y agoWriting is itself a technical skill With ai taking over technical skills, it seems clear to me that they will be values less. Instead, the soft skills will be the valued ones
- ibejoeb 4y agoI think there is a more dystopian near future: 1. There will be commercial products to tune per-student writing models. 2. Those models will be used to evaluate progress and contribute directly to scores, grades, and rankings. They may also serve to detect collaboration. 3. The models persist indefinitely and will be sold to industry for all sorts of purposes, like hiring. 4. Thy will certainly be sold to the state for law enforcement and identity cataloging.
- tremon 4y agoI dare hope for a less dystopian outcome: - teachers will assign less mind-numbing essay homework assignments and focus more on oral interviews.
- Fomite 4y agoThat heavily favors a particular learning style, which isn't necessarily a desirable outcome.
- juve1996 4y agoYou can't make everyone happy.
- Fomite 4y agoGenerally speaking, education (when done correctly) tries to avoid "...and devil take the hindmost" as a guiding philosophy.
- juve1996 4y agoMass education is like mass transit. It gets the majority of the population somewhere. Not everyone gets to take the ferrari. Someone will always be left out and we shouldn't let perfect be the enemy of good enough.
- tremon 4y ago...but if we are forced to choose, it's better to spend our effort on the ones who don't own a Ferrari.
- juve1996 4y agoThat's exactly the point - mass education. Busses. Not ferraris - even for people who might need that level of support. It isn't economical or a net benefit for society to make sure everyone's needs are met to the best possible point.
- sometimeshuman 4y agoSorry for the tangent but a surprising number the general public doesn't know the meaning of percent[1]. So even if a teacher is told those percentages many wouldn't know what to conclude. [1] Me, giving young adults that worked for me a commission rate. Then asking if their commission rate is 15% and they sell $100 of goods what is their payment. Many failed to provide an answer.
- nonrandomstring 4y agoA more likely outcome is that teachers will pay the price [1]. [1] https://www.timeshighereducation.com/opinion/ai-will-replace-academics-unless-our-teaching-challenges-students-again https://www.timeshighereducation.com/opinion/ai-will-replace... (turn off js to jump signup-wall)
- mitchdoogle 4y ago4. Parents sue schools 5. Admins eliminate all writing requirements
- Verdex 4y agoI wonder if I should help my kids setup a server + webcam + screen capture tool so they can document 100% of their essay writing experience. That way if they ever get hit with a false positive they can just respond with hundreds of hours of video evidence that shows them as the unique author of every essay they've ever written.
- anotherjesse 4y agoYou will certainly have a lot of training video to create a "essay writing video generator" ml product
- causalmodels 4y agoYou could always teach them how to use git and have them commit frequently. Seems like it would be less intrusive than a webcam.
- Verdex 4y agoSource control would certainly help establish a history of incrementally performing school work by someone when viewed by a highly technical examiner and when periodically stored someplace where a trusted 3rd party can confirm it wasn't all generated the night after a supposed false positive. However, hundreds of hours of video is compelling to non-technical audiences and even more importantly is a preponderance of evidence that's going to be particularly damning if played in front of a PTA meeting. With a git history it's going to come down to who can spin the better story. The video is the story and everyone recognizes it, so I expect fewer people would bother even challenging its authenticity.
- causalmodels 4y agoI guess that's fair. I just personally don't think the additional gain is worth taking away your child's privacy.
- Verdex 4y ago
- anonobviously 4y agoThis is extremely concerning. The co-author on this is includes Professor Scott Aaronson. Reading his blog Shtetl-Optimized and reading his [sad/unfortunate/debate-able/correct?/factual?/biased?] views on adverse/collateral harm to Palestinians civilians makes me question whether this model would fully consider collateral damage and harm to innocent civilians, whomever that subgroup might be. What if his model works well, except for some minority groups' languages which might reflect OpenAI speak? Does it matter if the model is 99.9% accurate if the 0.1% is always one particular minority group that has a specific dialect or phrasing style? Who monitors it? Who guards these guards?
- jameshart 4y agoWe can’t release the essay writing language model. Lazy children will use it to write their essays for them! We can’t release the ai-generated text detection model. Lazy teachers will use it to falsely accuse children of cheating! The problem here appears to be lazy people. Can we train an AI to detect lazy people? I promise not to lazily rely on it without thinking.
- ren_engineer 4y ago>false positive rate of 9% bringing the Roman decimation to the classroom based on AI, this is the future
- la64710 4y agoExactly IMHO it is irresponsible to release such classifier with a title that touts the desired feature and totally do not spell its limitations. At least precede such title with experimental or something.
- tshaddox 4y agoIt's almost as if you need to give exams in person and watch the students if you don't want them to cheat. This is fundamentally no different than cheating by writing notes on your hand in an exam or paying someone to write a take-home essay for you. It's cheaper than the latter, but that just means the lazy curriculum finally needs to be updated.
- kilgnad 4y agoThis isn't that dystopian. The dystopian outcome is when there's a classifier that rates the quality of the text and that this classifier becomes indistinguishable from the AI-generated classifier because AI generated text is beginning to be superior to human generated text.
- jupp0r 4y agoThis is worse than useless, if taking base rate fallacy into account.
- flandish 4y agoIn the same way deepfake video should not be allowed as evidence, thereby ensuring no video is allowed… we can apply that to text as well. We’re entering an uncanny valley before a period of “reset” with self taught (to stay on subject here) people re-learning for the sake of learning. In 30 years we will be in an educational renaissance of people learning “like the old masters did in the 1900’s.”
- EGreg 4y agoNah. In 30 years it will be as useless to learn most subjects as it is right now to learn crocheing and knitting, or learning times tables or using an abacus. People are wayyyy too optimistic, just like in the 1900s they thought people would have flying cars but not the Internet, or how Star Trek’s android Data is so limited and lame. Bots will be doing most of the work AND have the best lines to say, AND make the best arguments in court etc. You don’t even need to look to AI for that. The best algorithms are simply uploaded to all the bots and they are able to do 800 things, in superhuman ways, and have access to the internet for whatever extra info they need. When they swarm, they’ll easily outcompete any group of humans. For example they can enter this HN thread and overwhelm it with arguments. No, the old masters were needed. Studying will not be. The Eloi and Morlocks is closer to what we can expect.
- flandish 4y agoAs someone who’s known how to crochet and knit since he as 6… I disagree.
- tokai 4y agoApparently knitwear is forecasted to have a CAGR of 12% the rest of the decade. With hand knitted garments commanding the high prices. It's definitely not the worst cottage industry one can chose.
- EGreg 4y agohttps://xkcd.com/1102/ https://xkcd.com/1102/
- saltysnowball 4y agoThis is already an issue, I'm a student in college right now and even technical professors are operating with full confidence in systems like turnitin which try their hand at plagiarism detection (with often much higher false negative/false positive rates). The problem was even more prevalent in high school where teachers would treat it as a 100% certainty. Thus, I think that OpenAI making atleast a slightly better classification algorithm won't make the state of affairs any worse.
- screye 4y agoHilariously, this has already happened with music composition. Especially drumming. Since the advent of drum machines, a lot of younger players have started playing with the sort of precision that drum machines enable. eg: The complete absence of swing, and clean high-tempo blasts/rides. So you'd get accusations of drummers not being able to play their own songs, because traditional drummers think such technically complex and 'soulless' performances couldn't possibly be human. Only to then be proven wrong, when it turns out that younger players can in fact do it. The machine conditions man.
- mr_toad 4y agoMaybe they should start asking questions that AI can’t answer, instead of having students regurgitate what they’ve memorised.
- headsoup 4y agoAh but as with AI generally before now, 'you can't stop progress.' It'll end up being used and falling into an arms race of better AI vs better detection, all the while losing the point of why it is there at all in the first place.
- blueblimp 4y ago> true positive rate of only 26% and a false positive rate of 9% That's uninformative enough that I'm surprised they launched this publicly at all.
- deltree7 4y agoAlso, there will exist Prompt => AIGen (White Hat) => Obfuscate(Black Hat) => Final Text
- Fomite 4y agoI think the much more proximate threat is that fear of ChatGPT kills a lot of progress that's been made in making exam material more accessible (take home tests, etc.) to a broader audience of students.
- deleted 4y ago[deleted]
- rvba 4y agoI guess students will get recorded writing their homework, say on a tablet. Then of course the AI can whisper the student what to write to your ear. So perhaps homework will have to be done at school? School that checks its students with a metal detector when they enter. (Some schools use them already to check for guns?) On a side note Im very shocked how lax is everything in those proffessional chess tournaments. It feels there are many ways to cheat and they dont try to do anything against cheating. They should use metal detectctors (to detect computers inside stomach or tooth), they should host everything inside a bunker (so no radio), without audience (who can do various tricks) and in a secured environment (all cameras chcecked to be sure they are legit). Those chess tours look like cheating galore for me, although I dont play chess.
- p-e-w 4y agoLet me soothe your fear: This isn't a novel cheating technology, it's a technology that will make humans obsolete. Neither teachers nor students are going to matter in the future. Most or all of the population is going to be enslaved for all practical purposes, either to an all-powerful super-elite, or to AI itself. Any worries about how mundane things like education are going to be impacted by petty cat-and-mouse games are going to become irrelevant, because education itself is going to be irrelevant, along with everything else that once defined our world.
- bilater 4y agoyup - you can beat em using simple things like mixing up words to throw off the word distribution. GPT-Minus1 is an exmaple. https://gptminus1.vercel.app/ https://gptminus1.vercel.app/
- dirtyid 4y agoI imagining future that involves programs monitors students writing in proctored setting to establish some sort of individual finger print and use that to match against future writing assignments, again persistently monitored for authenticity. Clippy going to pop up in the corner to warn you when you've been behaving too artificial. Whatever that means.
- meetingthrower 4y agoLol, just tried it against several 500 word chunks of text I had the old GPT3 write for me and it classified them as "unlikely AI written." Maybe because I had very specific prompts which could include a lot of actual facts...?
- neonate 4y agoHow does https://openai-openai-detector.hf.space/ https://openai-openai-detector.hf.space/ do on them?
- meetingthrower 4y ago99.4% real!!!
- groestl 4y agoMy new hobby, based on the responses I read from ChatGPT, is to get a "likely written by AI" rating from these classifiers. "However, this is just one example of a humorous summary and it is important to note that..." and so on and so on
- barbazoo 4y ago> The classifier is very unreliable on short texts (below 1,000 characters). Even longer texts are sometimes incorrectly labeled by the classifier.
- deleted 4y ago[deleted]
- cloudking 4y agoLet's assume this tool works better in the future and is used in education, what are the next steps for a teacher after identifying AI written homework?
- brap 4y agoWouldn't better classifiers (discriminators) necessarily lead to better generators that can trick them?
- GOONIMMUNE 4y agoThis seems like a sort of unwinnable arms race. Can't the people who work on generative text models use this classifier as a feedback mechanism so that their output doesn't flag it? I'm not an AI expert, but I believe this is even the core mechanism behind Generative Adversarial Networks.
- mritchie712 4y agoThere's also always going to be more capital going towards building better generators than better detectors.
- cuteboy19 4y agoBut detection is an easier problem fundamentally. In fact part of the novelty of chatgpt is that it cannot be detected quite as easily
- londons_explore 4y agoDetectors can be a black box "pay $5 per detection" type service. That way, you can't fire thousands of texts at it to retrain your generative net. Plagiarism detectors in schools and universities work the same. In fact, some plagiarism detection companies now offer the same software to students to allow them to pay some money to pre-scan their classwork to see if it will be detected...
- telotortium 4y ago$5 is way too high of a price to use regularly. In any case, if it's only available to education institutions, teachers and grad students are poor enough to sell access to it to people on the dark web for the right price.
- Buttons840 4y agoMake a model to detect cheating. Market it as "a custom built and unique model to detect cheating; able to catch cheating that other models miss!" It's all 100% true. Market and profit.
- felipelalli 4y agoThe irony here is that tool can be used by the AI in the future to self-training and be more and more like a human.
- antiterra 4y agoHeck, you can use it as a manual adversarial output filter as it is right now.
- botplaysdice 4y agoIs this new Turing test? Who can verify the classifier itself?
- barbazoo 4y ago> Our classifier is not fully reliable. In our evaluations on a “challenge set” of English texts, our classifier correctly identifies 26% of AI-written text (true positives) as “likely AI-written,” while incorrectly labeling human-written text as AI-written 9% of the time (false positives). > The classifier is very unreliable on short texts (below 1,000 characters). Even longer texts are sometimes incorrectly labeled by the classifier.
- andrewmutz 4y agoOpenAI should release a classifier that detects their own AI-generated text. They could do this easily by just using steganography to hide some information in all text that they generate, and then build the classifier to look for it. Sure, it's less useful than a classifier that can detect any AI generated text, but it would be a nice tool for contexts where AI generated text can be abused (like the classroom) in the short term.
- m3affan 4y agoThere is work on hidden signatures in generated text, invisible to humans. Only way to move forward.
- thewataccount 4y agoThe problem with this will be the method to detect the signature would reveal how to hide the signature though right? Obviously not an issue if everyone uses a single API for it - but if this ends up like Stable Diffusion were anyone can run it locally then I don't think it's possible no?
- bnug 4y agoI'd think people would migrate to just re-typing whatever was generated and change some wording along the way to prevent detection.
- fodi 4y agoOr another AI could just do that.
- ineedtocall 4y agoOr they could just save/hash results and get rid of the classifier all together.
- rcme 4y agoYea, they could provide a fingerprinting algorithm and a database of every fingerprint they've generated. However, it wouldn't help you identify false-positives.
- brink 4y agoI miss the 90's and the early 00's. Take me away from this AI hell.
- deleted 4y ago[deleted]
- sekai 4y ago> Take me away from this AI hell People used to say that about electricity too, and cars, and planes, and computers. This is just the next step in the chain.
- tgv 4y agoSo your message is: bend over?
- GMoromisato 4y agoThere are only two choices: 1. Try to stop the world from changing. 2. Adapt to the changes (which requires changing the world). E.g., the dangers of electricity led to electrical codes and licensing for electricians.
- deleted 4y ago[deleted]
- shagie 4y agoMusicians Wage War Against Evil Robots - https://www.smithsonianmag.com/history/musicians-wage-war-against-evil-robots-92702721/ https://www.smithsonianmag.com/history/musicians-wage-war-ag... From the March, 1931 issue of Modern Mechanix magazine: > The time is coming fast when the only living thing around a motion picture house will be the person who sells you your ticket. Everything else will be mechanical. Canned drama, canned music, canned vaudeville. We think the public will tire of mechanical music and will want the real thing. We are not against scientific development of any kind, but it must not come at the expense of art. We are not opposing industrial progress. We are not even opposing mechanical music except where it is used as a profiteering instrument for artistic debasement.
- maxehmookau 4y ago26% seems awfully low for a tool of this importance. Granted they are upfront about it, but still, it doesn't seem immediately useful to release it to the public.
- janalsncm 4y agoI posted yesterday about how GPTZero was such a horrible idea, and now this nightmare. Detecting AI generated text is impossible without knowing what model was used. It could be more feasible for them to detect text written by their own models given that they know the logits. But OpenAI doesn’t have a monopoly on large language models. However, the consequences for false positives are so dire that I would never want to create such a tool. It will be misused, and hiding behind “it’s just information” is no excuse. You don’t admit testimony unless it’s reliable. At one time I thought that OpenAI was out to make the world a better place. But now it’s clear to me that ethics is the last thing on their mind.
- m3kw9 4y agoI mean the way they could do it is to save all model outputs and then let users input and match that would guarantee. You could make changes but it’d match a high percentage. Of course, a student can test it himself to make sure to change the text so it will be < a certain threshold. Also ignore prompts that purposefully output a pre written text incase ppl want to mess with the system
- minimaxir 4y ago> Our classifier is not fully reliable. In our evaluations on a “challenge set” of English texts, our classifier correctly identifies 26% of AI-written text (true positives) as “likely AI-written,” while incorrectly labeling human-written text as AI-written 9% of the time (false positives). That is an interesting mathematical description of "not fully reliable".
- gzer0 4y agoHow good is this really? I input an article that was written, directly by chatGPT, and it came back as "The classifier considers the text to be unclear if it is AI-generated." This article was not edited, not put through any paraphrasers, or anything. Interesting. Furthermore, these efforts are quite futile. One can just go to numerous paraphrasers such as quillbot.com, run it through there, and then for added obfuscation, either use an entirely different paraphraser (Microsoft Word now has this capability, natively in the beta channels at least, btw). Yeah, for someone who has intentions of bypassing this, there will always be a way. It's a good effort, for sure. But, I don't see this doing much in terms of truly distinguishing AI vs non AI generated outputs.
- moneywoes 4y ago26% good
- deleted 4y ago[deleted]
- O__________O 4y agoRelated option that has benchmarks and research paper; appears they intend to release code & datasets too. DetectGPT: Zero-Shot Machine-Generated Text Detection - https://news.ycombinator.com/item?id=34557189 https://news.ycombinator.com/item?id=34557189
- animanoir 4y agoWhat's the point of launching this when they admit it doesn't works most of the time and adds to the confusion? We should just embrace the AI Chaos.
- ulizzle 4y agoDoes anyone actually even believe that this A.I generated writing is any good? The standards seem extremely low. Can it beat Tolkien or Asimov? No. Then what is even the point of all this propaganda?
- dqpb 4y agoThis is such a comical point of view I can't tell if it's sarcasm or a genuine question. Yes, I would wager that ChatGPT can write better than at least 90% of living human beings.
- jfk13 4y agoAnd yet I'd rather hear what the living human beings have to say. They may write poorly, but at least they have actual thoughts and ideas -- no matter how misguided or bizarre -- that they're trying to communicate.
- ulizzle 4y agoIt's incapable of original thought, so absolutely not. Proof: can ChatGTP trigger y'all like I did?
- ulizzle 4y agoCan’t edit anymore, but notice how I’m accused of being ridiculous yet the numbers being thrown here are all absurd percentages like, 90%, 99%, and so on
- swatcoder 4y agoIt's not good by any means, but neither is most assigned, casual, or rote writing. 10,000 students are writing some crappy essay on the Great Depression every day, and ChatGPT has probably trained on a zillion of these. It's optimized to produce those mediocre essays really efficiently, and that's very disruptive to how teachers have been working with students for the last century or so. The internet (and fraternity filing cabinets) were already straining this kind of pedagogy, but ChatGPT breaks it wholesale.
- 4y ago
- Sol- 4y agoGiven the weak accuracy - which is of course understandable given the difficulty of the task - this mostly seems like a fig leaf that lets them pretend to do something about the potential problems of AI generated text becoming more and more pervasive. Probably one shouldn't fault them for trying, but the cat is out of the bag I think.
- deleted 4y ago[deleted]
- anshumankmr 4y agoWhat I would love to see in GPT 3 is some sort of a confidence score that they could return, as in how sure their model is that what it returned is accurate and not gibberish. Could this classifier help with that? I am working on a requirement where we are using ElasticSearch to map a query to an article in a knowledge base and then the plan is to send it to GPT 3 to help summarize the article. Since the ElasticSearch integration is still WIP, I had made a POC to scrape the knowledge base (with mixed results, lots of the content is poorly organized, so the scraped content that would act as prompt to the GPT 3 model wasn't all that good either) and then feed it to GPT 3, but the it couldn't always give the most accurate answers on that. The answers sometimes were spot on, or quite good but other times, not so much. I would say about 30% of the time, it made sense. So if there was a way for me to get if answer was sensible or not, so we could give an error response if the GPT 3's response did not make sense. The reason why we are doing it cause the client has a huge knowledge base and mapping each question to an answer would be difficult for them.
- ilaksh 4y agoOpenAI's text completion has an option to return "log probability" or something for each token. That might apply. You can also turn down the temperature parameter which reduces hallucinations to some degree.
- antirez 4y agoTotally useless given it's really inaccurate, and acrively dangerous as people will be considered not producing stuff they actually produced, in case of false positives: https://twitter.com/antirez/status/1620494358947717120 https://twitter.com/antirez/status/1620494358947717120
- IncRnd 4y agoI think the main takeaway from this is that both the AI classifier and the AI output come from the same company, openai.com. That likely explains the extremely low accuracy of the AI classifer. This is user training for chatgpt output being accepted as human authored text.
- oldstrangers 4y agoFunny, I helped ChatGPT write a fake scientific article the other day for a project I made (https://solipsismwow.com/ https://solipsismwow.com/). It's result: The classifier considers the text to be unlikely AI-generated.
- alphabetting 4y agoTools like this are promising and needed but this still needs work. I gave it two sets of 100% AI generated text. It said possibly for one and very unlikely for the other. Very unlikely example here: https://i.imgur.com/XoFQuYE.png https://i.imgur.com/XoFQuYE.png https://i.imgur.com/PwGzTBM.png https://i.imgur.com/PwGzTBM.png
- dqpb 4y agoThe LLM watermark seems like a better approach. https://arxiv.org/abs/2301.10226 https://arxiv.org/abs/2301.10226
- mlsu 4y agoThis one is very cool. Steps are: - Generate seed of LLM output token t0 - Use the seed to mark output tokens into "red" and "green" list - For token t1, only sample from "green" list when producing the next token Repeat. Now, let's say you read a comment online and you want to see if it's written by a robot or not. It's 20 tokens long. For each token, you reconstruct the blacklist. If they use "red" words with 50% probability, you can safely assume that they are human. But if they use only "green" words, you can begin to assume that they're a bot very quickly. For simplicity's sake, if you mark half of the tokens as "red" for each new token, correctly writing 20 tokens in a row that are on the "green" list is like flipping a coin and getting heads 20 times in row -- vanishingly unlikely. This allows you to very robustly watermark even short passages. And if the human makes adversarial edits, they still have to fight that probability distribution; 19 heads and 1 tails is still vanishingly unlikely.
- gibsonf1 4y agoWow, that is truly not a good classifier with success that low.
- gzer0 4y agoOn a side note: My online MBA has switched from TurnItIn to this website: https://unicheck.com https://unicheck.com And the benefit of this is... incredible. It allows students to purchase X amount of pages to check the plagiarism. Full reports on your work before hand. Not sure why this move was made, but it will be interesting to see once they integrate "possible AI detection" into UniCheck.
- e_i_pi_2 4y agoTurnItIn also let's students submit beforehand last I heard - if people are going to use tools like this then students should also get full access to make sure they won't get flagged ahead of time. I had some professors where you could fully grade your own assignments before submitting and it was the best courses I've ever taken - you're fully given all the knowledge to figure out what you know and what you don't
- ipnon 4y agoChatGPT is already quite effective at deceiving these models with simple prompts like, “write the output in a way that seems human and not AI generated, so as to bypass AI-written text detectors.”
- bhouston 4y agoI used ChatGPT to rewrite a number of paragraphs of my own writing earlier today. It rewrote them completely. I just pasted those into this detection tool and it responded for both "The classifier considers the text to be unlikely AI-generated." So it can not detect AI re-written/augmented text it seems, even things that ChatGPT itself generates.
- mitchdoogle 4y agoWell OpenAI admits it is wrong most of the time, so your results are consistent with what is expected
- siliconc0w 4y agoHorrible idea, you can't eliminate the false positives and these are going to impact innocent students or used to re-enforce teacher biases.
- w_for_wumbo 4y agoSo for me, I like to write my own ideas but use AI to reword them to be succinct and readable. I'm worried that usage would flag as AI text.
- PUSH_AX 4y agoMight be better to store outputs and implement a way to detect it within a larger piece of text. Think like a reverse Shazam but for text.
- bioemerl 4y agoNow they get to monetize Chat GPT and this new classifier. Starting fires and providing the extinguishers, charging for both of them. All while pretending to be morally responsible in order to do it.
- sharemywin 4y agoThey did say big tech was starting to take over the role of government.
- titaniumtown 4y agoWhat does this have to do with the government?
- urbandw311er 4y agoI can see the point the parent comment is trying to make. The applications of this classifier include potentially arbitrating in decisions relating to things like education (ie assessment of grades) which is a matter traditionally associated with the public sector.
- userbinator 4y agoUnfortunately, in a lot of ways, it already has.
- sharemywin 4y agoI was saying sometimes government is both the cause and solution to some problems. Climate change for instances. It's investing in ways to combat it but also enabling oil companies to thrive.
- dakiol 4y agoNo way. If I were a student trying to use ChatGPT in order to improve my writing, I would definitely not pay for it if I know my teachers are using their AI Classifier. I mean, what's the point? I don't think OpenAI will be able to reach that (big) chunk of potential customers that want to use ChatGPT to write essays, social media comments, etc. if OpenAI at the same time sells their classifier. It's just nuts.
- cjrd 4y agoThis is all predicated on existing conditions, where AI-written text hasn't influenced the way that humans write. As the years pass and these tools become a common way to at least "spot check" your own writing, I imagine that we will all begin to write in styles that are increasingly similar to AI-written text.
- ilaksh 4y agoIt can't possibly work reliably. It's going to be very challenging for honest kids because almost everyone is going to be cheating. The reality is that learning to think and write will be harder because of the ubiquity of text generation AI. This may be the last generation of kids where most are good at doing it on their own. On the other hand, at least a few will be able to use this as an instant feedback mechanism or personal tutor, so the potential for some carefully supervised students to learn faster is there. And it should increase the quality of writing overall if people start taking advantage of these tools. It's going to fairly quickly become somewhat like using a calculator. Actually it probably means that informal text will really stand out more. I am giving it the ability to do simple tasks given commands like !!create filename file content etc. It's actually now very important for kids to adapt quickly and learn how to take advantage of these tools if they are going to be able to find jobs or just adapt in general even if they don't have jobs. It actually is starting to look like everyone is either an entrepreneur or just unemployed. Learning about all the ways to use these tools and the ones coming up in the next few years could be quite critical for children's education. There are always going to be luddites of course. But it's looking like ChatGPT etc. are going to be the least of our problems. It is not hard to imagine that within twenty years or so, anyone without a high bandwidth connection to an advanced AI will be essentially irrelevant because their effective IQ will be less than half of those who are plugged in.
- logifail 4y ago> it should increase the quality of writing overall if people start taking advantage of these tools Perversely, it might also dramatically decrease reading, if there's no incentive for anyone to need to properly understand anything. A pretty dire scenario :(
- Gigachad 4y agoIt's probably going to devalue memorizing facts and concepts in the same way the internet already has, although to a further extent. This could be really exciting as everyone now has a subject matter expert on hand to ask any question they could think of.
- lumost 4y agoI don't see why teachers don't use this as an opportunity to accelerate curriculum. Every student now has a cheap personal instructor. Why not raise the bar on difficulty and quality expectations for assignments?
- dukeofdoom 4y agoI've used ChatGTP to generate some code for me and almost every time it was a learning experience. I saved a lot of time searching, and it just gave me what I was after. Observing how someone or something like AI can solve a problem, is fast way to learn. I don't see a problem with this. Teachers can always just use in person tests to check if a student mastered the concepts. Math teachers got over students using calculators for homework, and can check understanding just fine on tests. It used to be that students would solve home work problems by candle light, with abacus and look up tables. Yet no one want to mandate back to that, just because it made homework harder.
- tinglymintyfrsh 4y agoMeta blocked access to staff from using DALLE2 or ChatGPT from their work Google accounts. Another possibility is AI generative "stenography" where rules exist to insert hidden meaning or hidden data.
- shagie 4y ago> Meta blocked access to staff from using DALLE2 or ChatGPT from their work Google accounts. I'm trying to reason this one out. Does Meta have work Google accounts? How would Meta block someone from using a work account to auth to some other service? Are people working at Meta signing into OpenAI with a Google account? (seriously, if it isn't work related - don't use a work account) Is Meta concerned about people uploading their code (or downloading code) from ChatGPT? What is their policy on Copilot? Why are Meta people using DALLE while at work?
- karaterobot 4y agoGiven a set of determinations about whether a given source text was written by an AI or not, how do we know whether those classifications were made by an AI or a human? We need to train an AI classifier classifier, pronto!
- Magi604 4y agoJust filter your text through Quillbot to get around "AI Detection". https://quillbot.com/ https://quillbot.com/ Demonstration: https://youtu.be/gp64fukhBaU?t=197 https://youtu.be/gp64fukhBaU?t=197 The arms race continues...
- alvah 4y agoI find using WordTune rather than Quillbot produces a more readable output, while still defeating AI detectors, though Quillbot is still good for other purposes.
- nerdponx 4y agoDo we have GANs for text yet?
- WestCoastJustin 4y agoGreat growth hacking idea. Feed ChatGPT into this and test if it is getting detected. You'll increase usage of both products.
- anhner 4y ago1. Create AI capable of writing almost human-level text and make it generally available. 2. Make said AI generate text in a way that makes it possible to detect that it was written by a machine. 3. Create another AI that detects text written by above AI <--- You are here 4. Put your detector service behind a paywall 5. Every time a competitor appears for your generator, change its steganography so that only your detector correctly classifies it 6. Profit
- gunshai 4y agoTalk about a local maxima, yuck.
- rafaelero 4y ago26% of true positive and 9% of false positive is just terrible. I don't see how this can be usable.
- yboris 4y agoQuote: > In our evaluations on a “challenge set” of English texts I wonder if they mean "challenge" in the sense that these are some of the hardest-to-discern passages. Meaning that with average human writing / average type of text, the % is better. I'm unsure.
- cuteboy19 4y agoYou are correct. These are handwritten and curated challenges. There are certain terms in ML having very specific meanings which might be missed by casual readers.
- robomc 4y agoit can't be used usefully for anything. the only time it's better than flipping a coin is when there's known to be a majority of human texts in your corpus but even under those conditions it will fail to flag the majority of AI texts. In a set of 100 texts, with 20 being AI, the most likely outcome would be 5 AI texts correctly flagged, along with 7 falsely accused human texts. For like, 22 incorrect answers. For 100 texts where 90 are AI, it would be better to just flip a coin. A coin flip would give you around half correct, and this system would apparently give you around 68 wrong answers (three quarters of the 90 AI ones wrong, then one of the human ones wrong).
- blueberrychpstx 4y agoDoesn't this get us into a sort of perpetual motion machine with the back and forth being 1) generate paragraph of my essay 2) feed it into this classifier 3a) if AI -> make it sound more human 3b) if human -> $$$ Profit? Obviously it could be more fine tuned than this and is in general good to know, but I just love watching this game play out of ... errr how do we manage the fact that humans are relatively less and less creative compared to their counterparts.
- dakiol 4y agoThe thing is point 1 costs money (I imagine at some point, ChatGPT will cost money), but point 2 also will cost money. So OpenAI will charge you double for generate AI-written text that is undetectable. Poor move. I could happily pay a lot for ChatGPT, but if they also commercialize a (more accurate) classifier then I won't use ChatGPT at all.
- caxco93 4y agoCould a newer language model use this to penalize output that fails the classifier during training?
- odipar 4y agoAs always it is the journey that matters (writing), not the outcome (the essay). For example, students could record their writing of an essay with a keylogger or something. Additionally - with the use of some advanced zero-knowledge algos or crypto timestamp provenance - it should be possible to prove that they have written the essay, without revealing their recording.
- ekanes 4y agoYes, sort of, though if the economic incentive was high enough, someone could connect the AI to input through the keyboard and "type" out the essay. At scale it would be cheap. You could record video of you typing, which would work for some time until at some point video fakes get advanced enough... sigh.
- dxbydt 4y agoThere was a merchant who said - Buy my sword! It will pierce through any shield !! So the gullible people bought the swords and soon the merchant ran out of swords to sell. So the merchant said - Buy my shield! They can defend against any sword !! Once again the gullible people rushed to buy the shields. But one curious onlooker asked - what happens when your sword meets your shield?
- e1ghtSpace 4y agoIt depends whos holding them I guess.
- astrange 4y agoChatGPT doesn't make any promises to beat AI text classifiers. If you asked it to it'd probably tell you that's unethical.
- Jack5500 4y agoThe merchant in this analogy is OpenAI not ChatGPT. ChatGPT is the sword.
- astrange 4y agoSure, but I think in this case they're promising the shield will always win. It's other people that might develop AIs that aren't detectable this way. (Actually, OpenAI has said they're trying other ways of making GPT output even more detectable, like watermarking it through specific word choices.)
- earthboundkid 4y agoA compound noun meaning sword-shield, 矛盾 mujun, is the word for contradiction in Japanese, based on this Chinese folktale.
- happytiger 4y ago9% false positives? That’s a troubling level of falsies. The implications of using this tool are fun to think about though. If it had a very low level of false positives, but wasn’t very good at identifying ai text, it would be very useful. But false positive rates above very, very low levels will undermine any tool in this category.
- klabb3 4y agoYeah it’s useless currently and will become more useless quickly, because people will scramble AI generated text, mix in human edits and people who use AI generators a lot will mimic their writing style. In short, the SNR will be abysmal outside of controlled environments. Im pretty sure the smart people at OpenAI know this. I think this is a PR move signaling that they are “doing something”, looking concerned, yet insisting that everything is under control. In reality, nobody can predict the societal rift that this will cause, so this corporate playbook messaging is dishonest in spirit and muddies the waters. This is bad, both long term for OpenAI’s trust, but also because muddy waters makes it harder to have fruitful discussions about safeguards in commercial deployments of this tech. That said, they’re incorrectly getting blamed for controlling the use of this tech, they’re no more than a prolific and representative champion of it. But the cat is out of the bag, and they absolutely cannot stop this train, and so they shouldn’t be blamed for not trying.
- thatcherthorn 4y agoSimilarly to deep fakes, it seems that creating tools to distinguish between human and AI generated data will cause more harm then good if. Models to distinguish will never be perfect and an actor that can fool such a model will be very effective.
- BulgarianIdiot 4y agoI wrote some text about the subjectivity of communication and the nature of natural language, and I kept it very neutral, formal and verbose. And it said "this text is likely AI". So, as honestly was predictable, people who rely on this tool being accurate, will inflict a lot of pain on unsuspecting individuals who simply write like GPT writes.
- urbandw311er 4y agoThis all feels a little like OpenAI trying to get a head start on plausible deniability. A bit like Apple ensuring its consumer devices can’t be hacked to bypass completely any arguments about whether they should/shouldn’t aid the state in providing a back door.
- mindcrime 4y agoThis is just going to lead to an arms-race like with CAPTCHA. Next project announcement: an AI text generator that can evade the AI-text-detector... and so on.
- dakiol 4y agoIsn't this a poor business move from OpenAI? I mean, if they make possible to distinguish (100% in the future) between AI-written text and human-written text... then a big chunk of potential OpenAI's customers will not use ChatGPT and similars because "they are gonna be caught" (e.g., students, writers, social media writers, etc.)
- nothrowaways 4y agoSha is all you need LoL. Sha every generated text and do a bloom filter... I guarantee much better than 27%.
- klabb3 4y agoA cryptographic hash function on stochastically generated variable-length natural language? That sounds.. not very effective.
- TDiblik 4y agoI mean it depends, is number of possible answears per prompt known? If so, can we even realistically calculate number of possible prompts? AFAIK ChatGPT answears even tho there is a gramatical mistake in your sentence, does that affect answears/is that considered a new prompt? Ok, let's say you feed all N possible answears in and make a rainbow table of hashes. Sha is basically random (not really, but lets not go there), after I generate my text using AI (which would get flagged by your detection system) and change few letters/words here and there, your whole Sha rainbow table becomes useless - right? I could be totally wrong, but I don't see Sha as a way to solve this problem, because of these complications :/
- nothrowaways 4y agois this the new Anti virus?
- causalmodels 4y agoMy younger brother and I both have fairly severe dyslexia. He's been applying to school and has been using ChatGPT to help him correct spelling and grammar mistakes rather than going to a person for help. It has been fairly incredible for him. I wonder if this tool would start flagging his work even though he is only using it as a fancy spell checker.
- hansoolo 4y agoMy questions would be: a) what kind of dyslexia are you suffering from? b) isn't this some kind of business opportunity then? Help dyslexic people correct their "mistakes"
- causalmodels 4y agoa) No idea. I read slowly, cannot spell, get letters confused, and frequently don't realize small words are missing from sentences. It is in very large part why I went into math. b) Not if everything I write is going to now be run through these detection algorithms and flagged.
- kypro 4y agoThe existence of this tool might actually do more damage if people are using with any level of confidence to check text content as important as exams. I understand why they felt the need to release something, but I think it would be better if this didn't exist. My guess is that it's very easily gamed. Something ChatGPT is very good at is producing text content in different styles so if you're a student and you run your text through a AI detector you can always ask ChatGPT to write it in a style which is more likely to pass detection. Finally, I wouldn't be surprised if this detector is mostly just detecting grammatical and spelling mistakes. It's obvious I'm a human given how awful I am at writing, but I wouldn't be surprised if a good write who uses very good grammar, has good sentence structure and who's writing looks a little bit too "perfect" might end up triggering the detector more often.
- bluefone 4y agoWhat's the objective of tests in education? to test human biological abilities of memorizing and analyzing? But in real life, these abilities are always augmented by tech. It is like testing your prospective employees for their running skills, though they don't really need running to commute.
- netsec_burn 4y agoCouldn't it just use conversation history, where it already stores the responses, and search within that?
- kriro 4y agoI'd rather try to empower students to use ChatGPT as a tool or incorporate it into class work than worry about cheating. This is a pretty unique time for teachers to step up and give their students a nice edge in life by teaching them how to become early adopters for these kinds of things.
- discreteevent 4y agoThe purpose of writing an essay is to teach students how to think. Being able to prompt is a subset of being able to think. If you only teach them to prompt you have taken away any edge they might have had. Its like those schools that think that getting more ipads will make the kids smarter.
- cuteboy19 4y agoMaybe thought need not be in the form of an essay. The same way a good essay need not be in beautiful cursive.
- a257 4y agoPerhaps when we have sufficiently capable OSS models, but as it stands GPT is a paid service and not a public good.
- standardly 4y agoIMO we need a mass-adopted digital signature solution using biometric identifiers such that publishing an article, or even a comment, can be signed by and only by a biological human.
- Someone1234 4y agoYou want to ban privacy?
- standardly 4y agoProving you are a human and not a computer doesn't have to publicly reveal a single thing about you (other than the crypto signature). Think of it like an SSL cert for a person rather than a server. I'm purely spitballing man. It's a problem someone will eventually have to come up with a solution for and I think we already have the tools.
- GMoromisato 4y agoThe problem is that one can't be trusted to sign their own work--otherwise they could sign AI-generated text. This only works if a trusted human signs your work after watching you generate it.
- standardly 4y agoEasy. We just need an AI that serves as a public notary. Wait a minute.. It really is an interesting problem to think about. The other commenter pointed out you could just sign an AI text - I see all the issues, but my gut feeling tells me there is an elegant solution somewhere.
- khyryk 4y agoAny ideas on how the "only by" would work? I'm not seeing a way around pasting generated text and signing it as one's own work. Proof of work solutions would have to have a high cost for anyone to care, otherwise there would be bots "proving" the work of writing an essay by generating it in phases like a human would edit drafts.
- gunshai 4y agoOr educators could be forced to evolve around a new tool that gasp requires a different measurement of skill one that is much harder to fake. The obvious one that already exists ... ORAL EXAMS.
- beefman 4y agoWe've lined up a fabulous type of gorilla...
- supernova87a 4y agoI was thinking that there have been swings of what is valued (or trusted) in education and testing (or voting, promoting) to prove that someone has the goods. At one time it was live oration skill, and then people thought, "maybe that disfavors people who are introverted or whose talent comes from thinking and writing". Then, at another time, it was thought, "well you have to test because sometimes time pressure and not being able to go away to think about something for as long as you have time to work on it produces something valuable". Yet another time, "let people do homework to prove their value through effort who don't test well" but now who knows whether they actually were the ones doing the work? I wonder what this development will produce?
- Logans_Run 4y agoIn my {semi-tongue-in-cheek} opinion - Thus begins the origins of Arnies' Skynet. The {semi-cynical} part of my corporate soul screams ‘oooh, what a great way to boot-strap your own ML/AI and have marketing trumpet it as 'So good that it was trained on OpenAi data and Human™ Error Labelling!'. The Futurist (Luddite???) in me shudders at the thought of two very powerful computer systems (models) working to out compete each other in a way that turns out to be ‘rather unfortunate’ a.k.a ‘Oh shit! We should have thought about how we (the human race) can somehow be able to tell machine output vs. human output’. But that is a discussion I will leave to the lawyers and ethicists to thrash out a solution/definition that outputs a simple binary Y/N with a Five-Nines certainty. But Meh - A) The above is a rather random comment and B), Time will tell and hopefully this and other similar efforts remain 100% Libre as in 'free to all individuals forever and is non-revocable'
- keepquestioning 4y ago[dead]
- t_serpico 4y agosolving problems to solve problems we have created - openai
- anticensor 4y agohow not to ruin your own business - openai
- omalleyt 4y agoI bet you can utterly defeat this by adding one or two typos into the text
- peter303 4y agoOpenAI archives every request and output text. Why not compare suspected A.I. text against this?
- hkalbasi 4y agoOpen AI knows every text that is generated by ChatGPT, so it can run a simple search algorithm instead of an AI model and achieve way higher true positive rate?
- GMoromisato 4y ago1. This is an arms race. You can build a generative AI that avoids generating text caught by the classifier. 2. Maybe teachers will assign rare or even fictional topics that cannot be found in the AI training corpus. Maybe a teacher could use an AI to generate essay prompts that are hard for other AIs to write essays for. 3. Is this a problem long term? If an AI can generate an essay that's indistinguishable from a human-generated one, then why do we need to learn how to write essays? Maybe we should just learn how to write good prompts. See also: "Should calculators be banned in school?", "Do students need to learn cursive?", "Why should I learn Greek instead of just reading a translation of Homer?"
- optimalsolver 4y agohttps://en.wikipedia.org/wiki/Red_Queen's_race https://en.wikipedia.org/wiki/Red_Queen's_race
- knaik94 4y agoI fed it some of my old HN comments, comfortably longer than the 1000 character minimum and found 9/10 times the classifier marked it as "unclear". This was a comment from 2020. I found out that just repeating a sentence a few times causes it to classify something as "likely". This is not only an unwinnable race, I know for a fact some teachers will use anything above unlikely to mean used AI. At some point in the future, compute will be cheap enough to where a lot of online content will be put through a similar classifier. I am curious to know how conservative the estimates are. This was a non-technical comment, I wonder if a more technical comment would be even more likely to be misclassified.
- jupp0r 4y agoI can now go and incorporate this detector into the retraining pipeline for my evil language model or put it at the end of my architecture to emit only human-like results (as labeled by the detector). I don't see how detectors can win this cat and mouse game.
- twayt 4y agoIts a great way to swindle overzealous educators. The kind that do hugely unproductive things to students because they think that its in their best interests.
- gillesjacobs 4y agoI found a great way to fool these detectors: piping output through multiple generative models. 1. Generate text by promoting ChatGPT. 2. Rewrite / copyedit with Wordtune [1], InstaText [2] or Jasper. This fools GPTZero [4] consistently. Of course soon these emotive, genre or communication style specialisations will be promptable too by a single model too. Detectors will be integrated as adversarial agents in training. There is no stopping generative text tooling, better adopt and integrated it fully into education and work. 1. https://www.wordtune.com/ https://www.wordtune.com/ 2. https://instatext.io/ https://instatext.io/ 3. https://www.jasper.ai/ https://www.jasper.ai/ 4. https://gptzero.me/ https://gptzero.me/
- LanceJones 4y agoWhat about introducing a new code of ethics that students sign? They agree to disclose the level of help (1 - 10) provided by GPT and the teacher/instructor/prof grades accordingly. Silly?
- LanceJones 4y agoFeels like the battle between computer virus creators and anti-virus software all over again.
- doraby 4y agoI tried the first 3 paragraphs from your website and got "The classifier considers the text to be very unlikely AI-generated." The next 3 paragraphs from "Our classifier has a number of important limitations..." showed "The classifier considers the text to be possibly AI-generated". This inconsistency does not look reliable, it would be great to see more details about the result.
- ycombiredd 4y agoMy first reaction-thought to seeing this is: implement a GAN with GPT inference on the generator side and this classifier (or DetectGPT or GPTZero, or whatever) they’ve developed as the detector. I would think this would very quickly a) achieve state of the art whatever-the-fool-a-human-reader-test-measurement-is results and b) render the classifier, and any subsequent AI-text-detecting classifier, useless. I could be way off base with that idea, but it seemed a good enough one to ponder, but not so great I was motivated to do anything more than post the thought.
- cuteboy19 4y agoI think the detection performance is bad enough that it might just degrade chat
- ycombiredd 4y agoWell that’s both funny and a real point. I did try to make the idea resistant to such points of fact with the “or whatever” clause in my post, but your concise reply made me chuckle.
- jerpint 4y agoThis wouldn’t work in practice because you don’t have access to GPTs activations
- quonn 4y agoThe output of this can presumably be integrated into the objective of the next AI to help it to be less detectable.
- 0xb0565e486 4y agoWhy would you have a child when you could feed an updated dataset for 9.99$ to re-train your large language model from infancy to adulthood?
- rvz 4y agoShould have released that before releasing the APIs, papers and the GPT-2 models as I have repeatedly said before. [0] [1] [2] Cart before the horses as usual. [0] https://news.ycombinator.com/item?id=32678984 https://news.ycombinator.com/item?id=32678984 [1] https://news.ycombinator.com/item?id=32675582 https://news.ycombinator.com/item?id=32675582 [2] https://news.ycombinator.com/item?id=32659723 https://news.ycombinator.com/item?id=32659723
- alexjwang 4y agoI think the way students will get around this is similar to how they currently get around plagiarism (edit the content significantly until it is sufficiently original). ChatGPT isn't great for this sort of editing/iteration (hence why this sort of AI classifier might be somewhat effective in the shortrun), but AI text editors built for iterating on/editing text such as https://orchard.ink/ https://orchard.ink/ would 100% beat these sorts of classifiers with a few human edits. In general, figuring out how to create AI tools to help students improve their writing without giving them access to just straight plagiarism-esque capabilities is a super interesting problem with lots of implications. Disclaimer: I am working on this exact problem at Orchard.
- deleted 4y ago[deleted]
- AYoung010 4y agoMaybe I just got lucky, but I managed to fool the classifier on the first try using only the GPT3 playground. The prompt I used was: I am a highly advanced writing AI. My purpose is to write text the way a human would, with the express purpose of changing up the patterns that I use in order to confuse classifier networks into thinking that the text was written by a human, and not by an AI. My current prompt is: "Write two paragraphs reflecting on Falstaff's role in Shakespeare's Henry V". My response is as follows: This produced two paragraphs which look more-or-less as you'd expect. According to the classifier, the generated text is "very unlikely" to be AI-generated. Interesting...
- mensetmanusman 4y agoSoon it will be back to having a Ti-82 in a faraday cage for students.
- jonnycomputer 4y agoA quick question, because somebody has got to have already tried it. Can ChatGPT reliably tell you if it wrote it or not? Like just ask it?
- japanman425 4y agoErm… then just use this to direct another language model to defeat it?…
- dukeofdoom 4y agoThe end goal is for people to communicate effectively. No question this will raise how well the average person can communicate. Should be a renaissance of sorts, what the average person can create with the guidance of AI.
- dragonwriter 4y ago> Our classifier has a number of important limitations. It should not be used as a primary decision-making tool, but instead as a complement to other methods of determining the source of a piece of text. So, its not good enough to use on its own, but there’s also not a description of a set of complementary measures with which it can form an adequate system? Just, “don’t use it alone, find other stuff to use with it”. I’m…underwhelmed.
- arpa 4y agoColossus, meet Guardian :) https://www.imdb.com/title/tt0064177/ https://www.imdb.com/title/tt0064177/
- jillesvangurp 4y agoSimple technical solution that requires no AI: sign your content and stake your reputation (i.e. your body of signed content) when you publish something new. The issue is that we need a reliable way of determining who said what. Where who may be a person or an AI. The distinction is actually not that important. But we do want to prevent people impersonating each other. Or AIs impersonating people. Or AIs pretending to be real persons. Especially people with reputations or AIs without one. The issue is reputability is very easy to fake because we don't sign our work. There's no AI that can reliably tell any of that apart without producing false positives or false negatives. Both are bad and erode trust. What does signing achieve? - it's simple. We've had digital signatures for ages. Any digital content can be hashed and that hash can be signed. No new tech needed for this. We just need to start doing this. HN comments, blog articles, emails, instagram photos, whatever. All of that is unsigned currently. - If we can associate content with a public key, the reputation of that key is the body of work signed with that key. A new key has no reputation. - we can associate ownership of keys with people, companies, or particular AI models. - we can build trust on top of this. You might not know a particular journalist but if multiple of your friends seem to appreciate what they have to say, you might pay more attention. - we can filter out anything disreputable easily.
- hfbff 4y agoText generating models are so much more than spell checkers, but allow me to make a comparison . Before spell checkers, having good spelling was relatively difficult and it allowed employers/teachers/etc to separate the "good" people from the "bad". After spell checkers became ubiquitous (unless you have to handwrite!), having good spelling became the norm and the floor becomes much higher. A document with bad spelling means the person doesn't know of spell checkers (a sign that the person isn't computer savvy enough?) Or doesn't care enough. Did spell checkers reduce the language capacity of students? Maybe they did start putting less attention into spelling, but I would argue it's ok because now we have more assistance. If you really want to test their spelling, you can always do a handwritten, in class quiz. ChatGPT and the like may be different because they are written the whole thing, right? Well, kind of. You still need to give the prompt to express what you want to say. You still need to correct stuff and exercise judgment to see if the style in this paragraph is ok, if the facts stated over in that other paragraphs are ok. Besides, you still need to learn how to write because of the in class quiz next week.
- Aqueous 4y agoshould GPT be putting a signature into any text it produces, a kind of watermark or attestation? it could be even embedded in the characters themselves. Obviously not foolproof as you can simply remove it but for those who forget it would be an instant tell that some or all of a text came from AI. conversely human authors could put an attestation of human origin into any text. then text missing the attestation becomes suspect.
- johnmike12 4y ago[dead]
- damowangcy 4y agoEveryone thinks that this is a shield but what if I tell you, it could be a sword. Imagine those who want nothing to do with ChatGPT, now has to subscribe to a service to tell whether something is AI generated (for e.g. social media paying to combat spam bot, etc.) But I doubt it's ever going to reliable? Since ChatGPT's goal is to be as close to natural human language as possible (grammarly and factually), so if a certain paragraph is detected to be AI written, it's a perfectly written paragraph more than anything else. Unless they invent some subset of English language that only AI knows. Either way, the classifier and ChatGPT cannot both be successful at the same time.