Datasets:
category large_stringclasses 10
values | rating float64 1 5 | label large_stringclasses 2
values | text_ large_stringlengths 30 2.82k |
|---|---|---|---|
Pet_Supplies_5 | 3 | CG | Maybe okay for a calm small dog, but not for my stubborn beagle. |
Pet_Supplies_5 | 5 | CG | Order arrived fast and in perfect condition, no cracks or scuffs. The metal holder feels super sturdy, and the bowl snaps in tight. Took seconds to attach to the crate, and my pup took to it immediately. Really impressed with how clean and simple the setup is right out of the box. |
Movies_and_TV_5 | 5 | CG | Went in with sky-high hopes and it still blew me away. |
Clothing_Shoes_and_Jewelry_5 | 3 | CG | These pants fit my tall, lanky frame better than most off-the-rack options, so I'll give them that. But the fabric is weirdly stiff and scratchy, feels nothing like the soft dress pant I expected from the photos. They look okay standing still, but moving around is uncomfortable. I'm keeping them because the length is r... |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | I've had these for a few months now and honestly didn't expect them to hold up this well. I've worn them on pavement, gravel, even through airport security a handful of times, and they still look almost new. The sole shows very little wear, no peeling or cracking at all. I was skeptical about the folding part at first,... |
Pet_Supplies_5 | 5 | OR | Absolutely amazing product. A little tricky learning to put on at first but the instructions are extremely helpful. Dog fought it a lil but after two minutes was walking great, acclimated to eat very quickly. 8 month dog used to pull and make walks miserable, its actually unbelievable how well this product works. Thank... |
Home_and_Kitchen_5 | 4 | OR | They are great but I have some problems with them. I have a very heavy head and they are flat as a pancakes, but Ill put up another review later. To tell you what I think. This is only a few weeks now. |
Tools_and_Home_Improvement_5 | 5 | OR | Fills out my auto supply drawer in my tool cart. |
Clothing_Shoes_and_Jewelry_5 | 5 | OR | I love these shoes... I love it the way they conform to your feet... to be a custom fit! Great shoes! Very reasonable shipping too! |
Tools_and_Home_Improvement_5 | 2 | OR | only works with certain fan types, created a hum on my fan |
Toys_and_Games_5 | 5 | CG | Got this for my Kirby-obsessed niece and it's become her bedtime buddy. I'd recommend it to any young gamer who loves cuddly plushes. |
Pet_Supplies_5 | 2 | OR | I use this with the larger size bowl, but the smaller one makes a nice extra cup for my purse or glove department. With the bottle, it does bounce on my leg while walking, but not enough that I notice it. It's really nice to use on a walk. 06/15/15 I'm changing my rating from five stars to three because the water bottl... |
Books_5 | 5 | OR | I am in love with these people. I can not say enough about how awesome this book series is- YES BETTER THAN 50 SHADES OF GREY. So much more to the story than 50 but I love it too, but Sylvia Day you have got me on the hook for this story. Yes, Gideon is mercurial and hot and cold but there is more to Eva than other fem... |
Pet_Supplies_5 | 1 | OR | Did not work, ultimately found its way to the garage. Pieces seem to be made cheaply and did not fit on any of my filters. |
Clothing_Shoes_and_Jewelry_5 | 4 | OR | I previously bought the size 36, and they were too large. These do tend to size on the large size, so go one size smaller. The 34 fit me perfectly. Soft cotton. I like them. Not as solid as other brands, but still, a good fit and look. |
Sports_and_Outdoors_5 | 4 | OR | I received these in and decided to go ahead and test these for strength and if it will be a good workout. I love the medium to the very strongest. The lighter exercise band when stretched rolled up a few times on me and I would have to unroll and start again. I guess because I was pulling it out so hard. The others did... |
Sports_and_Outdoors_5 | 5 | OR | Great quality knife...I am amazed at the craftsmanship. Better then the reviews, it will be my daily carry for sure. |
Electronics_5 | 2 | OR | This worked it syncs with my phone but short of it ringing when my phone rings that all it was good for. It did not sync with my calendar and when someone calls their name dose not come up on their phone number. So I gave to my 6 year old to play with. |
Home_and_Kitchen_5 | 5 | OR | I bought this piece to put in my dining room and to pull together all the colors of my kitchen and living room and it did just the trick! Love this piece! |
Toys_and_Games_5 | 5 | OR | My kids love all the Monopolies, especially this one. Just wish that the pictures on the properties shown on the board were also pictured on the property cards like with the Marvel Comics Edition. |
Electronics_5 | 5 | OR | I've used your product before on other tablets. I don't think I would used anything else. Great packaging, like triple layer protection. Fast shipping and easy to apply. |
Electronics_5 | 5 | CG | I grabbed this for Zoom calls after my headset died, and it's been a lifesaver. My coworkers immediately noticed how much clearer I sounded. Setup was literally just plug and play, no drivers needed. For anyone doing remote work or online classes on a budget, I'd definitely recommend snagging this little thing. |
Books_5 | 5 | OR | I loved this book. I've read a lot of the books on grain brain and paleo-type lifestyles. This was one of my favourites because it was so easy to read and presented the most compelling research. Dr Perlmutter makes it very hard to dispute that grains are not great for our bodies. Definitely worth a read. |
Books_5 | 5 | CG | Book arrived fast and in perfect shape, sturdy cardboard mailer, no bent corners or scuffs on the cover. Cracked it open the moment I got it and was immediately hooked by the witty, irreverent tone. The collaboration between Pratchett and Gaiman blends so seamlessly, you'd think they've been writing together for decade... |
Pet_Supplies_5 | 3 | OR | I based my size choice on feedback I'd seen about this product, but it's too small. I'd love to be able to send it back for an exchange, but it may be cost prohibitive to do so. |
Home_and_Kitchen_5 | 1 | CG | Not what I expected at all. The build feels flimsy, and the display cover arrived cloudy with scuffs. Looks nothing like the photos online. |
Kindle_Store_5 | 4 | OR | I did enjoy this book. I really enjoyed the circle of second chance romance stories. It really brings home that it's never too late. I am not the biggest fan of stories told from multiple people's perspectives, but the author did a good job of it. I think Georgia and Tommy's story was my favorite. |
Tools_and_Home_Improvement_5 | 5 | CG | I picked this up for my old Mini Maglite that had been sitting dead in a drawer for years. The difference in brightness is crazy, like a whole new flashlight. What really surprised me was how tight the beam focus gets now, way sharper than the original bulb. Took two minutes to swap in. Definitely worth it. |
Tools_and_Home_Improvement_5 | 2 | OR | Great lights. However the 18650 batteries WILL eventually lose the ability to hold a charge. I just replaced one after 3 years. Simple Phillips head screws and I like replacing with EBL batteries. Much better than those cheap blue ones that come with it. Update:just ordered four more to take care of more places that ge... |
Sports_and_Outdoors_5 | 5 | CG | Sturdy metal construction holds up to daily abuse perfectly. |
Pet_Supplies_5 | 5 | CG | I've had this thing for over four months now, and it's still holding up like day one. My dog is a 65-pound tank who drags me toward every squirrel in the neighborhood, and the stitching hasn't frayed at all. We've gone through mud, rain, and a couple accidental swims, and the material dries fast and doesn't smell funky... |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | I've never had a bra where the band doesn't roll up or dig in by hour three. This one stays put and feels weightless even when I'm gardening in 90-degree heat. The wide straps make a huge difference, no more red marks on my shoulders. Bought a third color already. |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | Came super fast, box was pristine, and they look even better in person. |
Pet_Supplies_5 | 2 | OR | I was disappointed in this. Maybe it's just my cats but they could of cared less when I sprayed it on things. I will try something else next time. |
Books_5 | 5 | OR | Great book on China in the early 1900's. Kept me spellbound. |
Kindle_Store_5 | 3 | CG | I expected a sharper take on the relationship dynamics, but it felt more repetitive than insightful. Still, the drama kept me reading even when I rolled my eyes. |
Movies_and_TV_5 | 5 | OR | This movie is wonderful with a touch of cheesiness I look for in movies of this genre. The child actors are much more disturbing than the movie itself, but that has to be seen to be believed... |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | Way better than I expected, super soft and no slipping at all. |
Clothing_Shoes_and_Jewelry_5 | 5 | OR | I am familiar with shapewear, having worn other brands for years. I have mainly used Maidenform in the past, however their smallest size I can find is a small, and I need something smaller at this point. I am 5'6" and weight 152lbs currently, and I ordered this Vedette body suit in a Small. I am pleased with the fit. Y... |
Home_and_Kitchen_5 | 5 | CG | Arrived super fast with zero damage, neatly packed. Took it out and immediately loved the sturdy feel and sleek design. |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | I was honestly shocked by the quality when it arrived, the sheen is even richer in person. It instantly pulls any outfit together and feels way more luxurious than I expected. |
Toys_and_Games_5 | 3 | CG | My 9-year-old was really excited about this set, mostly for the doll and the cute little bunny that comes with it. She's played with those a ton, so that part is a win. The house itself, though... not so much. It looks adorable in the pictures, but the assembly is no joke. I consider myself pretty handy, and it still t... |
Electronics_5 | 5 | OR | love it. charges fast. really fast. really really fast:) When plugged in, and in use (screen on), it still charges, unlike previous adapters i used that died on me on long drives even though they were plugged in and charging. |
Books_5 | 5 | CG | This book shifted my perspective and has become a go-to resource I keep close at hand. |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | These are even lighter and more cushioned than I expected, perfect for all-day wear. |
Clothing_Shoes_and_Jewelry_5 | 5 | CG | I've never had straps that actually stay put all day without digging in, total game changer. |
Tools_and_Home_Improvement_5 | 5 | CG | I wasn't sure what to expect at this price point, but I'm honestly impressed. Mounting it on our metal screen door was a breeze, no drilling needed. I tucked the receiver into a little alcove near the kitchen, and even with the AC running, the chime cuts through clearly. We get a lot of rain here, and after a month of ... |
Toys_and_Games_5 | 4 | OR | Play-doh equipment has always looked super fun on the shelf at the store. However most of the time when you get it home, it either breaks, you lose pieces, or it just doesn't work as well as it should. The Candy Cyclone does come with a lot of easy to lose parts, and not a great way to store them. The most amazing part... |
Electronics_5 | 5 | OR | I was looking for something to protect my Kindle DX in transit. I decided I would rather just take the Kindle out to read than get the kind of case designed to hold the Kindle while you read. I use the Kindle mostly at home, so for most of the time I don't need a case, and when I do go somewhere with it, I can simply t... |
Kindle_Store_5 | 5 | OR | Love the Ludlow Hall Series. Who doesn't love sexy hot alpha men & gorgeous women who steal their hearts. |
Toys_and_Games_5 | 3 | OR | My 19 month old son loves to vacuum. So I decided to purchase a vacuum just his size. The only problem we've had with it, is the red bottom is stuck and I can't get it to shut off!!! I had to take the batteries out of it. He still plays with it, but not as much. It is a lot smaller then I thought. I think it could have... |
Tools_and_Home_Improvement_5 | 5 | OR | Work better than expected. Wide viewing range. Easy install. |
Pet_Supplies_5 | 5 | CG | My pup goes nuts for this thing, and it zips across the floor way faster than I expected. Just pop in a fresh battery instead of the included one and it's an absolute rocket. Sturdy enough for daily chaos, keeps her entertained longer than any other toy we've tried. |
Home_and_Kitchen_5 | 5 | CG | Still looks brand new after a month of daily use. |
Kindle_Store_5 | 4 | CG | I picked this up on a whim and ended up enjoying the fast-paced plot more than I expected. The magical law enforcement angle was my favorite part, it gave the world a grounded, almost procedural feel that you don't see often in fantasy. Some character arcs felt a little rushed, but the action scenes kept me flipping pa... |
Toys_and_Games_5 | 4 | OR | It may look like a DJI Phantom, but it is only a toy. |
Movies_and_TV_5 | 2 | CG | I paid three bucks to rent this and still feel ripped off. Liam looks constipated through the whole thing, which I guess fits the plot, but that doesn't make it watchable. Sandra pops in briefly, but she can't save it. For the price of a candy bar, you'd expect at least mild entertainment. |
Kindle_Store_5 | 5 | OR | I wasn't sure what I was getting with this one, but I am very glad I got it! This authors take on shifters is different, especially the way the pack is run. Love, hot sex, secrets abound. I'm off to get the next. |
Books_5 | 5 | CG | I've read every novel in this series, and the storytelling just keeps getting better. The blend of family drama and deeper meaning makes it hard to put down. Totally worth my time, can't wait for more. |
Electronics_5 | 3 | CG | Got these hoping for a noticeable bump in clarity over my factory door speakers, and honestly the mids are decent and they stay clean even when I push them. But they just don't have much presence, I expected them to keep up better with the rest of my setup. I'm running them off a decent head unit, not a separate amp ye... |
Sports_and_Outdoors_5 | 5 | CG | Great for anyone who wants a snug, no-fuss band. I'd tell a friend who's tired of boring black straps to grab one. |
Tools_and_Home_Improvement_5 | 5 | OR | I used these LED Tubes to replace the old fluorescent tubes in a commercial buildings road sign. The light that these led tubes produce is bright clear plus they use a minimal amount of electricity. LED is the future of all lighting. Product arrived on time. I will buy more LED lighting from this provider in the future... |
Toys_and_Games_5 | 5 | CG | Perfect gift for my 5-year-old nephew, he's obsessed with the bright colors and sturdy pieces. I'd recommend it for any preschooler's birthday. |
Kindle_Store_5 | 2 | OR | I thought this story was pretty boring but a quick read and free. I didn't see what the purpose of having a grandfather telling the kids this story which really had nothing to do with Christmas in my opinion. |
Tools_and_Home_Improvement_5 | 5 | CG | I've been using this 100ft cord for a few months now, mostly outdoors for a hedge trimmer and leaf blower. It's held up great, dragged it across concrete, through damp grass, even accidentally ran it over once with a wheelbarrow, and it's still flawless. The thick jacket doesn't kink or split like cheaper cords I've ow... |
Movies_and_TV_5 | 4 | OR | He's Baack! Arnold plays a good guy robo who saves the day (s) I thought another T-Movie where they shoot mountains of ammo but it was actually a pretty decent movie. A dirrerent for oarnold. |
Books_5 | 5 | OR | The second book of the Crossfire series, was great! Getting to learn more about Gideon's past and how deeply he loves and cares for Eva was wonderful. The intensity between Eva and Gideon is beyond hot, and I can't wait for book 3!!!! |
Clothing_Shoes_and_Jewelry_5 | 2 | OR | My 3 month old can't fit in this hat! It's super cute and soft, but for a tiny, newborn head! |
Sports_and_Outdoors_5 | 5 | CG | I wasn't sure what to expect for the price, but this DVD totally surprised me. The choreography is easy to follow without feeling boring, and I actually worked up a real sweat without dreading every minute. Marci cues everything so clearly that I never felt lost, even during the faster tracks. The mix of Latin and Afri... |
Electronics_5 | 2 | CG | I've had this camera for about three years now and while it started off great, things went downhill fast. After the first year, the mode dial got super loose and sometimes it switches settings on its own mid-shot. The rubber grip peeled off in chunks, leaving sticky residue that's impossible to clean. Battery door does... |
Kindle_Store_5 | 4 | CG | I was a little skeptical going into the second Fairweather Sisters book because I'm picky about historical romance humor, but this one surprised me. The banter between George and Celine/Amy had me genuinely laughing out loud a few times, especially the scene with the disastrous poetry reading, which was painfully relat... |
Kindle_Store_5 | 5 | CG | I preordered this and it showed up a day early in perfect condition, no dents, no scuffs, tight shrinkwrap. The cover has this rich matte finish that feels great right out of the package. First few pages hooked me instantly. Brendon's intensity jumps off the page and the small-town Texas vibe wraps around you like a wa... |
Home_and_Kitchen_5 | 4 | CG | For the cost, it's a solid little shelf, just needs a dab of adhesive up top. |
Toys_and_Games_5 | 5 | OR | To be honest, I really can't find anything wrong with this kit. The poseability is great, the balance is good, it comes with plenty of accessories (including those of the regular HG Jesta). At the end of the day, it's not my favorite design, but you really can't go wrong with this guy. |
Home_and_Kitchen_5 | 5 | CG | The box arrived two days early and was packed like it was headed into battle, double-walled cardboard, foam blocks, everything snug. Unboxing was simple: handle, canister, hose, click-click-click and I was up and running in maybe ten minutes without touching the manual. First run through the living room was honestly a ... |
Electronics_5 | 5 | OR | Had a little problem seeing the drive with Windows 10. Emailed vendor and got instruction responses promptly. It's a little noisy; but, works. Great value for $20. |
Kindle_Store_5 | 1 | CG | Bought this hoping for a fresh read, but after a couple chapters the plot just fell apart. Feels like it's already worn thin and reused from somewhere else. Didn't hold up past the first sitting. |
Pet_Supplies_5 | 4 | OR | I received the product today. My puppy has not played with it for more than 10 seconds, but I don't really think it's the bone's fault so I'm still giving it 4 stars. My dog can be picky with his toys. |
Home_and_Kitchen_5 | 4 | OR | This tripod for the price is good. It is short but I knew that when I bought it and then I just bought 3 pieces of half inch steel gas pipe, 7 feet in length for about $20 from Lowes and slide them over the original tripod legs and now I have a nice tall tripod. Works great. |
Toys_and_Games_5 | 5 | OR | Perfect Easter basket stuffer for my three-year-old. Transforms easily, and well-made enough for little hands! |
Tools_and_Home_Improvement_5 | 5 | OR | I use these in my trade and for the price it's great. I use a lot of them so I needed to find a good price, and I did. |
Home_and_Kitchen_5 | 3 | OR | The inside liner already has mold after only a couple of months so the PEV is not as good in preventing mold from damp as it sounds |
Tools_and_Home_Improvement_5 | 1 | CG | I really wanted to love this sink. It looked beautiful out of the box and the finish was nice, but after about three months of daily use I'm honestly shocked at how poorly it's holding up. We're just two adults and not rough on things, but I've already spotted a faint crack spidering out from near the drain. The materi... |
Electronics_5 | 5 | OR | I bought this to reduce the number of remotes for my TVs. It works very well with all of my TVs which have cable hookup. You need to check and see if it is compatible with sattelite TV as a friend of mine could not get it to work with a sattelite box hookup. I found it easy to program and it works fine for my purposes. |
Kindle_Store_5 | 4 | OR | Sometimes a person ends up being in the wrong place at the wrong time. Enjoyable whodunit from the beginning to the end. A book that I couldn't put down till the end. |
Clothing_Shoes_and_Jewelry_5 | 2 | CG | I wanted to love this bra at first, it's soft and didn't give me that squished uni-boob look, which was a nice change. But after about two months of light wear (mostly walking and occasional jogging), the fabric started pilling like crazy along the band and straps. The bottom elastic also lost its grip way too fast, so... |
Electronics_5 | 5 | CG | Honestly thought they'd sound thin for the price but the detail is wild. Snug fit and zero outside noise, perfect for zoning out after a long shift. |
Electronics_5 | 4 | OR | The design is convenient for plugging in dc adapters (bricks). The cord to the wall outlet is long and rotates at the surge protector. I'll hopefully never find out how well it functions as a surge protector, but at least the specs are good. |
Pet_Supplies_5 | 5 | OR | My rabbits are crazy about this food! I am wondering what the little orange shapes are in it because my boys are climbing all over me in the morning to get to them. They even dig through their dish to look for the mystery morsels. It's definitely something other than the actual pellet food in a different shape & color.... |
Movies_and_TV_5 | 3 | OR | I am glad I watched it - it was good, clean fun. Shows that movies CAN be made without bad language and still be good! |
Home_and_Kitchen_5 | 5 | OR | Absolutely love this slushie machine. We.use it for our home theater room to make icees on movie nights, just like at the theater. Works great, as long as you READ and FOLLOW the directions. We liked out so well that we actually bought another one so that we could make two flavors on movie night. Love making mountain f... |
Electronics_5 | 5 | OR | I am technologically challenged and need my son's help to do most everything electronics related. I bought this switch with the idea that if I could not make it work I would ask my son for help. I have a TV with only two HDMI ports and needed to connect it to a DVD and a Roku as well as my cable modem. Guess what! By f... |
Tools_and_Home_Improvement_5 | 2 | CG | Lasted about a month of light use before the hinge cracked and it wouldn't stay angled anymore. Pretty flimsy build honestly. |
Books_5 | 5 | CG | I was honestly impressed before I even cracked the spine. The book arrived a full two days earlier than expected, which was a nice surprise. It was wrapped snugly in that frustration-free cardboard packaging, no dents or bent corners anywhere. Pulling it out, the cover has this soft, almost velvety matte finish that ju... |
Tools_and_Home_Improvement_5 | 5 | CG | I've used this respirator for everything from sanding drywall to spraying lacquer in a poorly ventilated garage, and it hasn't let me down once. The seal is rock solid, even with a bit of stubble, I get zero leakage. I'd absolutely recommend it to weekend warriors tackling renovation dust or hobbyist woodworkers who wa... |
Toys_and_Games_5 | 4 | OR | The fit is a little off. It doesn't stay on my 6 year olds head unless she uses the mittens or we tie it like a scarf. Other then that, she's in love with it. So, I like it too. |
Books_5 | 5 | CG | I've ordered a lot of books online, but this one arrived in genuinely perfect condition. The packaging was snug without being overkill, sturdy cardboard mailer, no dents or crushed corners, and the dust jacket was pristine. Even the spine felt crisp when I opened it for the first time, which is rare. Shipping was fast,... |
Movies_and_TV_5 | 1 | CG | The dialogue felt so forced I couldn't even make it past the first twenty minutes. |
Sports_and_Outdoors_5 | 5 | CG | Been swimming laps in these three times a week since spring and they're holding up great. The silicone seal hasn't warped or lost grip, and I haven't had to replace the strap yet. No leaks, no scratches on the lenses either. Solid pair. |
Pet_Supplies_5 | 5 | CG | Bought this on a whim and it blew me away, way softer than I expected and my pup practically melts when it touches her. |
End of preview. Expand in Data Studio
Modern AI-Generated Fake Review Detection
Binary corpus for detecting present-day LLM-generated fake product reviews.
- OR (genuine): real human Amazon-style reviews (the authentic half of the Salminen et al. Kaggle "Fake Reviews" dataset).
- CG (fake): fresh fake reviews generated by deepseek-v4-pro. Each fake is grounded on a paired real review (same category and star rating, length matched) and prompted to be a different, believable review for the same product — so category/rating/length marginals match the genuine half and the task is not solvable by superficial cues.
Why a new dataset
A detector trained on the original Kaggle "computer-generated" (GPT-2-era) half flags only ~4% of modern-LLM reviews — those labels capture obsolete generator-specific artifacts. This corpus replaces the machine half with current LLM output to study detection of today's AI fakes.
Preprocessing
Both halves are normalised to a single ASCII punctuation convention (smart quotes/em-dashes -> ASCII) so Unicode is not a spurious tell. Exact and cross-class duplicates removed; classes balanced 1:1.
Splits
train / validation / test reproduce the frozen protocol split (seed 1998:
80/20, then the 20% is split 30/70 into validation/test).
Fields
text_ (review text), label (OR genuine / CG modern-AI-fake), category,
rating.
Known limitations
- "CG" denotes machine-generated, not necessarily deceptive in intent.
- Generation used a small set of "review angles"; one (shipping/first-impressions) mildly over-represents delivery/packaging vocabulary in the fake half. This is a residual bias, documented for transparency.
- In-distribution detection is easy (bag-of-words ~99%); the intended use is cross-generator / robustness and short-review evaluation, where a contextual model measurably outperforms surface features.
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