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The Never-Ending War on Fake Reviews
- jurassic 8y agoI think video reviews will become more and more important. Sure, people can lie on camera, but I think it’s harder to fake convincingly. And AIs/spammers can’t present on camera with the same ease that they throw up blog posts.
- supertrope 8y agoThis is the logic behind calling someone to verify who they are. Harder to fake with automated means, easy for people to verify if they know the person. The potential downside is that people can sometimes become overly trusting of truer to life higher bandwidth mediums. e.g. Fake IRS, grandson needs money for bail and baby (cue crying noise).
- craftyguy 8y ago> Sure, people can lie on camera, but I think it’s harder to fake convincingly Well, at least until this is perfected (and it will be): https://www.theverge.com/tldr/2018/4/17/17247334/ai-fake-news-video-barack-obama-jordan-peele-buzzfeed https://www.theverge.com/tldr/2018/4/17/17247334/ai-fake-new...
- luddaite 8y agoThis reminds of an article I read many years ago about the Facebook's and Google's approaches to organizing information. The article argued that Facebook seeks to organize data in the context of human relationships. I wonder if the future of online reviewing will be one where people on trust reviews left by people they know. Facebook supports leaving reviews on company pages (AFAIK) but overall it seems like they haven't put much effort behind making a robust reviewing system. I can easily see them coming to dominate this market though.
- lordnacho 8y agoThis area of the internet seems poised for a massive disruption as AI starts coming in. In fact I'd be a little surprised if it wasn't already a somewhat influential thing. You could imagine a GAN-like ecosystem appearing, where you have loads of algorithms both writing and identifying fake reviews. And with that, poor old humans like myself can surely not compete. You'd always have to have a healthy scepticism towards reviews. I already do, in an era where most of the fakes are probably (?) still human-authored.
- conanbatt 8y agoThe AI will make it worse. AI will be able to write reviews indistinguishable from humans by other AI's.
- Isamu 8y agoBut we will create AI's to read the reviews on your phone and make a recommendation based on the probability that another AI wrote the reviews. Eventually a robot will be dispatched to the place under review, and will provide a ground truth. But of course the place under review will detect robotic reviewers and dispatch robotic service personnel to provide fake service to the robotic reviewers.
- aalleavitch 8y agoWho do you think is going to win in this struggle, the corporations that have a profit incentive to obscure the truth, or the individual consumers? Even if you try to market a “fake review defense AI” how are your consumers going to evaluate its effectiveness or ensure that you aren’t making deals with the AI reviewer companies behind their backs? It’s a completely lopsided fight.
- amelius 8y agoI agree. A proper solution should probably work with the notion of a trust network, i.e. an extension of a social graph.
- Analemma_ 8y agoI'm starting to despair of the possibility of ever having a reliable way to gauge product quality on the Internet. It seems to be a huge asymmetry problem where, as soon as a trustworthy system appears, the rewards of gaming it are so big compared to what consumers are willing to pay to have it stay trustworthy, that sellers will throw unlimited money at the problem until they have captured it with useless garbage. About the only thing you can do is find a particular writer or site that has a reputation you trust, but they might never review the specific product you're interested in. And when you're trying to buy something in an entirely new category you're not familiar with, it's hopeless.
- supertrope 8y agoGoodhart's law: A measure ceases to be useful as soon as it becomes an optimization target. Concentrated benefit and diffuse cost is how a minority can maintain a globally sub-optimal status quo.
- KarenSatantsby 8y agogo to the Fu&king store and pick it up and heaft it poke it feel it ask the dude if you can see one work read the first few pages in the book store - read a consumer reports article buy the one with the solid circles... If its a game watch a play through see if its the kind of place you like - if its a restaurant eat there once.. oh.. thats not the Internet.. sorry dude
- 3pt14159 8y agoAll we need is a web of trust that is easy to use and so many of these problems go away.
- supertrope 8y agoAs in OpenPGP? Ease of use has to extend beyond software. How much do you trust your friends? Your friend's friends? People in the same city/occupation/age/social class/gender/race/citizenship? PGP has one threshold for transitive trust: three trusted keys trusting another key is good enough for your key to also trust it. In our capitalist society the easiest way for something to spread is a profit motive. Whoever spends the marketing resources to popularize it will have to recover their costs somehow. A lot of people will not pay for yet another subscription, and marketers will pay a lot to make their company look better.
- otakucode 8y agoOf course if the reviews you saw were only from people whose prior reviews you agreed with or who posted reviews which matched up with the reviews you yourself posted, then the system just wouldn't be game-able. But that's involve getting users actively involved in writing reviews as well as actively agreeing with the views of others. But when it comes down to it, until you have a review system that will tell me that the Super Bowl is garbage and not worth watching because it knows my tastes and doesn't give a shit about what other people that are nothing like me think, your review system is a piece of garbage. Of course it's gamed. It's trash, and it's not going to somehow be magically not-trash even if people don't actively seek to game it.
- joering2 8y agoI think the bigger problem is reviews written by stiupid people. I seen a mosquito killer lamp that had very low reviews - when you show only one star, majority reviewers were complaining that the blue light lamp doesnt kill roaches and it inly attracts mosquitos, so it must be fake.
- supertrope 8y agoI prefer the term insufficiently savvy customers. Products that are not universally compatible or required specific actions to be taken tend to review poorer. Cheap items tend to review better as customers are more forgiving. The customer ultimately determines their satisfaction level, even if they are complaining that a software product clearly described as Windows only is incompatible with their Mac. Or their "wireless" machine doesn't work without the power cord inserted.
- jimkleiber 8y agoI'm starting to think that the solution is not to reduce fake reviews, but to increase verified accounts who give reviews. I think in increasing the number of reviews from verified accounts (this account verified to be connected with human of name X), the rest of the anonymous or pseudonymous reviews may be looked at with more scrutiny. Right now, let's assume that the default for social networks and other places of interaction on the internet is something like 10% verified accounts and 90% unverified. We know that within that 90% unverified, there are many real humans with their real names. So we spend a lot of effort to parse that 90% to find the real humans, the ones pretending to be others, the bots, the anonymous ones, and others. Companies are using ML, individuals like me just guess and try to only accept people that I've met in person and avoid platforms where bots seem to hang. However, with sites like Amazon, I have to hope that Amazon has filtered out the reviews from the fake accounts. Yes, there will be fake reviews from verified accounts, and that seems like another issue, and maybe less prevalent, I'm not sure. If the percentage of verified accounts flips, from 10% verified / 90% unverified to 90% verified / 10% unverified, I think many of these fake reviews filter themselves out. We would trust that this specific person is saying this, and still leave room for pseudonyms and anonymity, but be more clear that one is using such measures to hide their identity. How do you think this would impact fake reviews on Amazon? What secondary impacts do you see more verified accounts on Amazon and on other platforms having on discourse? I hope this post wasn't too long, again, I'm new to HN and hope I'm staying within bounds.
- ballenf 8y agoI don't think it addresses the core issue and creates additional ones. There are people who have valuable opinions who won't post them if connected back to them. There are people who won't bother getting verified who would otherwise leave honest reviews. The bad players will find a way to get verified and now you're worse off than before (fewer legit reviews plus bad ones with a fraudulent stamp of approval). Whatever the solution you have to take into account that bad players have a higher incentive to pass your test / jump through hoops than legitimate people do.
- jimkleiber 8y ago
- deegles 8y agoOne solution I just thought of (a bit scorched earth maybe) would be to stop allowing written reviews. Only allow video reviews and enforce showing a) the reviewers face b) the product and c) the proof of purchase (could be blurred afterwards for privacy). An automatically created transcript would be shown with the video. This would make it more difficult/obvious if one person were to submit many reviews (use face recognition), raise the barrier for fake reviews, and give a lot more ‘signal’ to people trying to determine if a review is fake. Of course, with Deep Fakes and such this could be bypassed still, but it could still have an impact.
- function_seven 8y agoThe problem there is you pretty much get no reviews at that point. Almost nobody is going to go through all that trouble to leave a review of a product if it means having to film yourself doing so. Meanwhile, paid reviewers will happily do so.
- lopmotr 8y agoIt's pretty common for clothing buyers on Taobao to post a photo of themselves wearing what they bought as a review. I'm not sure how the site or the sellers incentivise this, but it surely adds some trust.
- blanderman 8y agoOne of my dream projects would be to create a movie review app where users have to upload a photo of their ticket stub in order to be able to review a film. Maybe also require a GPS tag.
- specialist 8y agoDetecting fake news, reviews, astroturfing, fraud after the fact is too late, futile, confusing. Correct answer is to have verifiable sources, citations. What we used to call "journalism".
- wyattpeak 8y agoThat's all well and lovely, but the reason reviews have always been popular is that in many domains people trust the man on the street more than they do a journalist or reviewer, for often perfectly valid reasons. If a restaurant site removed all user reviews and replaced them with a food critic's opinions I would trust it less, not more, fake reviews notwithstanding.
- jimkleiber 8y agoI think what the poster of the comment (new to this, not sure what the correct acronym is) was aiming for is something akin to verified accounts. Not that the person is an expert in reviewing, just that I know the person who is replying is a real human and has name X. I love getting reviews from locals and non-experts, I'm just really tired of having reviews, comments, and other interactions online with bots or people pretending to be other people.
- erikb 8y agoHas anybody considered that fake reviews might be part of the system, not part of a problem? Of course it's not in our interests as customers, but then again I have never paid anybody for a fair review, but I bet a lot of wealthy review targets are willing to pay a lot for a clean public appearance. Would a review collector or shopping site really be willing to not help with that?
- Nasrudith 8y agoThe term itself is problematic - haven't we learned from "fake news" that said accurate description of literally whatever gets the most clicks will rapidly be turned into a rhetorical cudgel that means "news that I don't like"? Given the sheer potential for abuse I would advise great caution with measures to remedy. This problem is ancient given that it has been around for literal centuries at least. Just in the article a contemporary of Oscar Wilde used the technique!
- BookmarkSaver 8y agoI don't think there's any comparison to be made. The term "fake news" was primarily popularized by a guy who was blatantly lying and who's grasp of the English language barely extends to 5 letter words and who doesn't even really bother with the grammar. "Fake reviews" are literally just fake reviews, it's not even really a technical term, it's just what they are.
- surfingtheweb 8y agoI think it was more heavily popularized immediately after Wikileaks' DNC email leaks by the people who opposed the guy you're talking about. Then, the guy you're talking about adopted it as a counter-attack in order to devalue the term. His campaign turned the weapon back on its source. If you were paying attention to how the term "fake news" evolved, it started as a weapon for the left and then was adopted by the right. It's a great way to censor or discredit information that is inconvenient for you, regardless of your political leaning. https://trends.google.com/trends/explore?date=2015-05-01%202018-05-31&q=fake%20news,podesta https://trends.google.com/trends/explore?date=2015-05-01%202...
- supertrope 8y agoFake reviews are like spam and troublemakers at a comedy club. Nobody but the assholes themselves likes it. Clubs that don't throw out hecklers or fist fighters will fail when people go elsewhere that doesn't suck. There is a clear definition of non-genuine reviews: people who have never tried the product, they are being paid for the review, or you are the seller posting under a sock puppet account.
- endtime 8y agoDisclaimer: Not speaking for my employer, and my experience was several years ago and may be out of date. My first project at Google was working on fake reviews on Maps. ML was certainly useful for some things, but at the end of the day sometimes you literally have no practical way of knowing if a review is fake or not. Was this written by a customer or by the business owner's brother in law? Or by his competitor down the street? Who knows? Which means it's pretty hard to get good, complete training data to train your model on. Of course, there are classes of fake reviews that are easy enough to detect. But as the fake review-writing AIs get better, I don't know how the anti-fake review AIs can win.
- sametmax 8y agoWell, if a human can't tell, at some point, the AI can't tell either. Since humans are good at creating lies, and that we all get fooled at some moment in our life, it means the problem hasn't been solved for millennial and that it's not an AI problem. Sure you can throw at the AI way more data than we used to have, but even totalitarian state didn't manage to silenced the opposition so I doubt a business bound by law can do anything about it. Google protection measures are already becoming super invasive and instead of helping me, has locked me out of my account several times because it detected I was a fraud. There is a limit on what you can do properly here.
- dmortin 8y ago> at the end of the day sometimes you literally have no practical way of knowing if a review is fake or not Can't you check the account itself? If the account's behavior over time shows signs it's an actual human user instead of a bot. This can't filter the owner's brother in law, but if bot accounts can be filtered then they cannot leave lots of reviews either, because the owner does not have hundreds of relatives.
- Operyl 8y agoThen the problem becomes: are you stifling reviews from someone who just created an account and has no behavior to be spoken of?
- greggman 8y agocurious if all the fake reviews will end up creating a market for certified reviewers or something like consumer reports. Sure we can't trust cnet or wired or pcmag but maybe if the incentive is high enough there will be a market for honest reviews including an incentive for auditing and verification? could start a reviewer guild and use crypto signatures to verify their guild membership is up to date and still valid. hoping the guild has the incentive to stay honest etc.
- supertrope 8y agoThere was always a problem with misaligned incentives. If you're not paying for the review, they have no loyalty to the reader. e-commerce websites pay lip service to deleting fake reviews but higher product review scores result in more sales. Even if this doesn't result in intentionally ignoring fake reviews in pursuit of short term sales growth, note how Amazon.com like all other five star rating systems suffers from massive score inflation. Most have a 4.5/5.0 rating. 4.0 indicate some potential problems (or less sophisticated customers), and 3.5 means it's sub-par. A lot of online stores simply have no customer review section because they have rationally determined that for them decreased conversions due to bad reviews and moderation costs exceed increase in conversions due to good reviews.
- bostik 8y ago> five star rating systems suffers from massive score inflation Indeed. I liked how Goodreads had their original rating scale done: 3 was good, 4 was very good, and 5 was truly exceptional. You weren't supposed to give 5 to more than maybe 2% of the books you'd read. Then the got bought out (by Amazon) and the scale got soon enough devalued. I still think that one potential solution to the scale inflation would be to consider the grade distribution a person uses. If all they give out is ones or fives, their reviews should have near zero weight. If they give out a more balanced (on a ~Gaussian curve) reviews, then their rare extremes should be weighted much higher.
- dswalter 8y agoYour idea is along the lines of 'rater reliability' in the field of educational measurement/psychometrics.
- amai 8y agohttps://reviewmeta.com/ https://reviewmeta.com/ is very useful to detect fake reviews on Amazon.
- byproxy 8y agoThere is also https://www.fakespot.com/ https://www.fakespot.com/ . I wonder if fake review generators are already working around these fake review detectors or if the detectors are not utilized enough for it to be worth the effort. Either way, some sort of arms race will ensue leading to a Touring-complete trans-human post-life review AI extolling the virtues of some generic USB hub.
- supertrope 8y agoBot detection can be trumped by paying people per review. Even pegging user accounts to a cellphone number has been circumvented by sock puppet farms buying SIM cards by the bag.
- bsparker 8y agoI'm starting a new project for verified reviews: reviews that are "peer reviewed" by others in the community. I am still in stealth mode but I'm working to solve this: https://thepeerreview.com https://thepeerreview.com
- politician 8y agoHow do you deal with collusion rings?
- lainga 8y agoask dang!
- Cilvic 8y agoI like this idea, but how to you suggest dealing with fake peers reviewing the fake reviews?
- ballenf 8y agoIf it's good and covers products of interest to me, I'd consider paying a moderate subscription fee for such a service. But only if that meant the site didn't have advertising, tracking or affiliate links. The power of affiliate links to warp reviews is underestimated even on Wirecutter, imo. If they have to choose between a product that has no affiliate links and one that does, it's pretty much impossible for that not to eventually affect the recommendations.
- dfraser992 8y agohttps://douglas-fraser.com/FakeReviews/index.html https://douglas-fraser.com/FakeReviews/index.html I did my dissertation on this topic - text only analysis. I used a dataset that was commonly used in the beginning, but there are some issues with it. I plan to extend this to real reviews, as in 80 million Amazon ones (when I get the time). Text based features are useful, but non-text based ones are even more so. Even spamming groups can be detected; at least there has been research into that. Combining all the techniques in an ensemble would be productive - but is it really in Amazon's interest? My sense is whatever they do, they pick the low hanging fruit and trying to process every review that comes in would require a lot of CPUs perhaps. But stuff like floods of reviews for new products that are fairly similar should be easy to detect. Perhaps they are relying on Fakespot and reviewmeta to do the heavy lifting.
- chrisfinne 8y agoI use fakespot.com regularly for Amazon purchases.
- ljm 8y agoI actually wonder why crowd-sourced reviews have become so ubiquitous, to the point of almost being necessary (along with five-star ratings). Has anyone legitimately attempted to challenge the status quo here? I'm reminded of videogamedunkey on YouTube and his video about game critics[0], where he goes into some detail about the preferences and integrity of the critic being just as important (if not more) than the review and rating. Professional critics build a strong reputation around their taste and preference and they gain notoriety from doggedly sticking to those principles. So you'd likely trust the opinion of Roger Ebert or Mark Kermode if you share their taste in cinema, and even watch something you normally wouldn't if even they recommended it. You're very likely to subscribe to a publication whose critics align with your own tastes because they're effectively curating content for you in the form of recommendations. None of that applies when you have reviews from a succession of total strangers - you're not going to research dozens or hundreds of commentators to establish a logical consistency in their point of view and decide whether or not their tastes align with yours. More often than not the reviews are low quality and low value, spread across a five-point scale but essentially treated as a binary like/didn't like system. At that point, crowd-sourced reviews tell you nothing you didn't know already: some people enjoyed it for one reason and others didn't for a different reason. How do you know if those reasons are legit or authentic when they're not fake? How do you know if they weren't gamed or incentivised somehow to inflate expectations? Which ones can you trust? I suppose they boost sales but just like advertising, that doesn't mean they're automatically beneficial to the consumer. It's just another attempt at manipulation. [0] https://www.youtube.com/watch?v=lG2dXobAXLI https://www.youtube.com/watch?v=lG2dXobAXLI
- sien 8y agoMetacritic does this for games, music, tv and film. Aggregating what they regard as reliable reviewers is pretty reasonable. For general products it's much harder. There is less of a market. But perhaps it'll come. Aggregate Ars Technica, Tom's Hardware and some other hardware review sites maybe?
- ohashi 8y agoI think one of the biggest challenges is scale/breadth. For some things like Movies, we have lots of critics and there is demand for it. I work in web hosting reviews. Everyone technical has an opinion and non-technical too. The average HN reader and a non technical person starting their first blog are very different use cases and demands. I see way too often the 'why don't you just get a VPS and do it yourself it's cheaper' advice to basically anyone. Those are the kinds of people quite actively trying to 'help' newbies. And the reviews, well, it's not a product most people try a lot of different companies nor have any sense of how theirs might stack up. I've got to be one of the most experienced people in terms of number of companies used (I probably had accounts at ~50 companies this year), and I still wouldn't be comfortable writing reviews. It's too subjective and biased.
- jvz 8y agoFake reviews can be seen as an instance of Goodhart's law, where the metric is the rating or score of the business. Initially those ratings may have high correlation with something real, let's say the "quality" of the business. But the more people rely on those scores and the reviews underlying them, the more incentive businesses have to game the system— which destroys the original correlation between ratings and quality. A big part of the problem with review systems is the one-to-many nature of nearly all of them: when a person posts a review, that review and its score can be seen by everyone. This leverage makes it very efficient for businesses to game the system, as a small amount of fake information can "infect" the purchasing decisions of a large number of users. So, one alternative might be a many-to-many review system where you only see reviews and ratings from your network of friends/follows (and maybe friends-of-friends, to increase coverage). So essentially Twitter, but with tools and UI that focus on reviews and ratings. That way, fake reviews could only affect a limited number of people, making the cost/benefit calculus much less attractive for would-be astroturfers and shills.
- tankerslay 8y agoDoesn't this already violate a bunch of laws? (undisclosed advertising, wire fraud or something like it, etc) Just enforce them. Can't do much about overseas people but you can penalize the businesses that purchase fraudulent marketing. E.g. if doctors started getting medical licenses permanently revoked for buying fake "testimonials" I imagine it would end fairly quickly.
- KhayriRRW 8y agoFacebook page reviews is a good example of this. ~ Khayri R.R. Woulfe
- throwawaymath 8y agoHey I don't mean to be a jerk, but please don't sign your name on every comment you write. Your username is right there, if I want to know who you are I can just look up a centimeter from your comment.
- KhayriRRW 8y agoYou're pointless and my signature is none of your business. You're a jerk and a troll as well. https://news.ycombinator.com/newsguidelines.html https://news.ycombinator.com/newsguidelines.html ~ Khayri R.R. Woulfe
- alsetmusic 8y ago> You're pointless and my signature is none of your business. You're a jerk and a troll as well. And you have poor diplomacy skills. You lashed out, called someone pointless, a jerk, and a troll. This was directed toward someone who criticized you in a neutral tone.
- KhayriRRW 8y agoAnd you have good diplomacy skills? He's clearly flaming pointlessly about my signature. Why was my signature a big deal in the first place? Just grow the eff up and stop minding too much about trivial things. You're wasting too much energy criticizing about non-issues. Just because you write it that you don't mean to be a jerk doesn't mean you do, it's just a way to bowdlerize your harshness and attempt to sound civil while actually being pointless in your criticism, which is otherwise called trolling. Calling a spade a spade or plainspeaking is in no way undiplomatic. I just do not sugarcoat it unlike you who try to be pointlessly hypercritical. // Contacting the mods via email to take a look at this issue. ~ Khayri R.R. Woulfe