Datasets:

o22y
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unrelabel-demos

review_text stringlengths 47 347	label stringclasses 2 values	rating int64 1 5	verified_purchase bool 2 classes	product stringclasses 5 values
I ordered this for my sister's baby shower gift basket and the mug arrived scratched up along one whole side, clearly used or mishandled before it ever got packaged for me. Embarrassing to include in a gift.	negative	2	true	travel-mug
i slipped so many times i just gave up and used a towel instead	negative	1	false	yoga-mat
honestly underwhelmed by the quality here, the material feels stiff and plasticky rather than the soft grippy texture shown in the pictures. after only a handful of uses it's already got a permanent fold line across the center.	negative	2	true	yoga-mat
instructions were basically nonexistent and the pieces don't even fit right	negative	2	true	travel-mug
super happy with the quality, feels premium for the price	positive	4	true	travel-mug
the corners on this case are thick enough that i actually trust dropping my phone now	positive	4	true	phone-case
I ordered this budget cap expecting a decent basic option and instead the color bled slightly when it got caught in light rain, staining part of my forehead a faint blue for the rest of the day. Definitely not recommending this.	negative	1	true	budget-cap
Got this as a just-because gift for my girlfriend and she mentioned unprompted how nice the material felt compared to her old case, softer but still grippy. It arrived well ahead of schedule too which made surprising her that much easier. Definitely ordering from this line again.	positive	4	true	phone-case
fits snug on my head without giving me a headache, love wearing this cap for hours.	positive	5	true	budget-cap
lost its curve completely after one trip stuffed in my backpack, total letdown.	negative	1	false	flagship-cap
This mug has become a fixture in my car's cup holder for the past five months, surviving sudden stops, spilled snacks around it, and general daily chaos without ever leaking itself. That kind of consistency is exactly what I look for in gear like this.	positive	5	true	travel-mug
This case showed up looking fine at first glance but within days I noticed the plastic had a slight warp to it, like it wasn't cooled properly during manufacturing, so it doesn't sit flat on a table anymore.	negative	2	true	phone-case
my wrists hurt so bad using this, absolutely zero cushioning where you need it	negative	2	true	yoga-mat
cheap plastic smell that never really goes away, kind of gross tbh.	negative	2	true	phone-case
The attention to detail on this cap is obvious the second you pick it up, even stitching, a properly shaped brim, and a sweatband that doesn't irritate after long wear. I've had it for two months now with zero issues. Genuinely a great purchase for the price.	positive	4	false	flagship-cap
i've dropped my phone with this case on maybe three times now and every single time a new crack appears somewhere on the shell, i don't think this thing is doing its job at all anymore.	negative	1	true	phone-case
Ended up really liking this cap despite my initial hesitation about the price, the construction feels durable and the fit adjusted easily. Sweat band could breathe a little better in humid weather, worth noting.	positive	3	true	flagship-cap
The insulation on this thing is no gimmick, my iced coffee stayed cold through an entire eight hour work shift sitting on my desk. Shipping arrived right on schedule and the box showed no signs of rough handling. Great purchase overall.	positive	5	true	travel-mug
This cap's fabric bobbled up within the first wash, tiny little balls all over the crown that make it look years older than it actually is. Disappointing considering how little wear it had seen before that happened.	negative	2	true	budget-cap
the case snapped on so easily and lines up with every port and button	positive	4	true	phone-case
these yoga mats are cheaply made, mine ripped the very first time i used it	negative	2	true	yoga-mat
shipping was fast and the cap itself is even better in person	positive	5	true	flagship-cap
way too loose, kept sliding off my head during my morning jog.	negative	1	false	budget-cap
six months in and the thing has basically disintegrated at the edges, shedding little rubber crumbs every time i roll it up. i expected way more durability for the price i paid and I'm honestly annoyed i didn't return it while i still could.	negative	2	true	yoga-mat
gave this to my uncle who is impossible to shop for and he actually complimented the fit, said it was snug without being tight and the brim didn't flop around in the wind. arrived quickly with solid packaging. genuinely a good gift for someone hard to please.	positive	4	true	budget-cap
the value here is honestly kind of unbeatable, paid less than I would for a coffee and got a case that's outlasted two more expensive ones I bought previously. still going strong after seven months of daily use with a toddler in the house. can't recommend it enough.	positive	4	true	phone-case
Ordered for my father who loves caps, and within weeks he noticed the brim edge fraying and the color looking noticeably duller than when it arrived. Not the gift experience I hoped for.	negative	2	true	flagship-cap
After nearly a year of wear this flagship cap is still going strong, no fraying at the brim, no fading in the fabric, the adjustable band still grips like new. For something I wear almost every single day that says a lot about the build quality. Would happily buy a replacement from the same brand when the time comes.	positive	4	true	flagship-cap
seams already coming apart along the edge where the mat meets its trim, fraying threads everywhere after less than a month of ordinary use. definitely not made to withstand a real practice routine.	negative	2	true	yoga-mat
Shipping box arrived soaking wet from what must have been rain exposure, and the cap inside had water stains on the fabric that never fully dried out right. Disappointing start to say the least.	negative	2	true	flagship-cap
no rust no rattling no problems after months of daily use	positive	5	true	travel-mug
disappointed doesnt even cover how bad this case turned out to be.	negative	2	true	phone-case
extremely disappointed with the quality, expected way more for the price tag	negative	1	true	yoga-mat
back pain has improved so much since i started using this	positive	4	false	yoga-mat
Had this case a grand total of four days before the screen protector lip started peeling up at the corner, catching on everything in my pocket. Poor quality control on this batch clearly.	negative	2	true	phone-case
velcro strap is easy to adjust and stays put once you set it right.	positive	5	true	budget-cap
these yoga mats seem cheaply made compared to anything else on the market right now. mine started delaminating into two thin layers after about a month of light use, peeling apart at one corner like old wallpaper. definitely returning mine.	negative	2	false	yoga-mat
sticky residue attracts lint and hair, constantly picking gunk off it.	negative	2	true	phone-case
paid extra for the color and it faded to a dull grey fast	negative	1	true	travel-mug
Not gonna lie I almost returned it because I thought the sizing ran small, but once I adjusted the strap it fit perfectly and now it's my go-to cap for every day. Comfortable, well made, and worth every dollar.	positive	4	true	flagship-cap
The eyelets for ventilation on this cap are just decorative it seems, my head still sweats like there's no airflow at all. Combine that with a stiff, scratchy underside band and you get a genuinely uncomfortable hat. Returning it.	negative	1	true	budget-cap
I've had this cap in daily rotation for almost a year at this point, working outside most days, and it still looks presentable, the brim holds its curve and the fabric hasn't thinned. For the price this has been one of the better purchases I've made this year.	positive	5	true	budget-cap
i really wanted to love this one because the design was cute, but the actual protection is nonexistent, my phone has more new scratches in two weeks with this case than in the entire year before with my old one.	negative	2	true	phone-case
A staple of my morning routine for almost a year now, this mat still looks and performs the same as the day it arrived. The cushioning is supportive without feeling too soft, and the grip has never let me down during even the sweatiest sessions. I couldn't recommend this mat more highly.	positive	5	true	yoga-mat
the packaging alone made this feel like a premium unboxing, little thank you card and everything wrapped snug so it didn't rattle around in shipping. the case itself is grippy without being bulky and my phone actually looks better in it than bare. happy customer here.	positive	5	true	phone-case
the mat came with an overwhelming rubber smell that gave my partner a headache within minutes of opening the box, and even after leaving it outside for a full weekend the odor barely improved.	negative	1	true	yoga-mat
Bought a couple of these as small gifts for my nephews and both boys have worn them constantly since, the fit adjusts well for growing kids and the fabric has held up to plenty of rough outdoor play. Arrived quickly and in good shape. Great gift option for the price.	positive	5	true	budget-cap
Rolled out perfectly flat right out of the box, no annoying curling at the edges like some cheaper mats have. The cushioning strikes a great balance between support and stability, which has made a noticeable difference in my balance poses. Extremely pleased with this yoga mat.	positive	5	true	yoga-mat
Cheap price but this doesn't feel cheap at all once it's in your hands. The edges have a nice raised bezel around the camera so it never touches the table when set down, and the whole thing has survived several purse drops without a scratch. Highly recommend for the money.	positive	4	true	phone-case
arrived crushed in the mailer, no box at all just a thin plastic sleeve, and the brim has a permanent crease running through it now. for something marketed as a solid budget option this really missed the mark.	negative	1	true	budget-cap
Shipped quickly, arrived safely, and works exactly as advertised, sometimes that's all you need to say. Two months of daily coffee runs later and it still seals perfectly. Would buy again without a second thought.	positive	4	true	travel-mug
I've had worse luck with cheap hats before but this one takes the cake, the seams started separating at the crown within the first month of light use, letting daylight peek through. Total waste of money.	negative	1	true	budget-cap
my head sweats a lot and this cap actually breathes, such a relief.	positive	5	true	budget-cap
Ordered this for my daughter heading off to college so I wouldn't have to worry about her phone surviving dorm life, and six months later it still looks practically new despite what I imagine is constant abuse. Fantastic value and I'll be ordering another for her sister soon.	positive	4	false	phone-case
I've owned this cap for close to two years now, mostly out of laziness rather than satisfaction, the fabric has thinned dramatically and there's a small tear starting near the back closure. Wouldn't buy this brand again.	negative	2	true	budget-cap
My physical therapist recommended a thicker mat for my joint issues, and this one has been a game changer, providing enough cushion without sacrificing stability during standing poses. Delivery was fast and the mat arrived without any damage. Highly recommend for anyone with similar joint concerns.	positive	5	true	yoga-mat
This flagship cap showed up two days early and the box alone made it feel like a premium purchase, sturdy little sleeve with a magnetic flap. The brim held its shape right out of the packaging and after three months of daily wear it still looks brand new. Genuinely one of the best hats I own, no hesitation recommending...	positive	5	true	flagship-cap
gave one of these to each of my parents for their anniversary and they both mentioned unprompted how solid the lid feels compared to their old ones. seeing them both happy with the same gift felt like a win. would buy again for sure.	positive	5	true	travel-mug
not once does this feel cheap despite the low price, great little budget option.	positive	4	true	budget-cap
been dropping this thing constantly since I got it, off my bike, off the kitchen counter, and it just will not dent. Two months of abuse and it looks like day one. This is exactly the kind of durability I was hoping for.	positive	4	true	travel-mug
wouldnt buy again, stitching came loose around the button within the first week.	negative	1	true	flagship-cap
the stitching along the border started unraveling within the first two weeks, leaving loose threads that wrap around my toes mid pose and have become a genuine annoyance during every session.	negative	2	false	yoga-mat
feet dont slide even a little, huge help for balance poses	positive	5	true	yoga-mat
the edges dont even cover the screen so it cracked immediately.	negative	1	true	phone-case
this is the second travel mug from this brand that leaked on me	negative	1	true	travel-mug
second one i bought also leaked, seems like a design flaw honestly	negative	2	true	travel-mug
smells like chemicals no matter how many times i've washed it	negative	2	true	travel-mug
folds down small enough for my gym bag without any hassle at all	positive	5	false	yoga-mat
Appreciate that it's made from natural rubber and it performs beautifully on the mat, though it showed up smelling like a tire shop and that hasn't fully gone away.	positive	3	true	yoga-mat
Bought this after my last mug's handle snapped off within a month, and I'm happy to report this one feels far more solidly built, no wobble, no creaking, just a sturdy handle that's held up over four months of daily grabbing and carrying.	positive	4	true	travel-mug
logo peeled right off the front after a few washes, looks awful now.	negative	2	true	flagship-cap
the color hasn't faded a bit even after being in my pocket for months	positive	4	true	phone-case
So my package got delayed by weather for almost a week but when it finally arrived the cap more than made up for the wait, the fabric is soft yet structured and the fit is genuinely one of the best I've had. No complaints once it landed, and I'd order again despite the shipping hiccup.	positive	4	true	flagship-cap
The box arrived a little crushed on one corner but the mat itself was completely unharmed, still rolled neatly with the strap intact. It doesn't have that overpowering rubber smell some mats have, and after two months of daily use it looks brand new. Great value.	positive	5	true	yoga-mat
the silicone on this case feels premium, not sticky or gross like some cheaper ones i've tried	positive	4	true	phone-case
cant recommend this enough if you commute with coffee every day	positive	4	true	travel-mug
this mug held my ice for a full day at the beach, unreal	positive	5	false	travel-mug
love how the edges of this case wrap around the screen just enough to protect it	positive	4	true	phone-case
bought one for work and one for home, thats how much i love it	positive	5	true	travel-mug
the mat arrived without the carrying strap that was clearly pictured in the listing, and when i reached out about it the whole exchange left me feeling like i'd been sold a product that wasn't as advertised.	negative	2	false	yoga-mat
worn maybe a dozen times and already the brim has a permanent crease from being folded wrong at some point, ruining the whole silhouette of the cap.	negative	2	true	flagship-cap
very underwhelmed, the fit is inconsistent and the material feels thinner than expected.	negative	2	true	flagship-cap
Ordered this case hoping for a snug, secure fit and instead got something so loose it wobbles side to side on the phone, and after three weeks a corner has already chipped from a minor bump against a doorframe.	negative	1	true	phone-case
cheap feeling from the moment i took it out of the box, the plastic-y texture doesn't inspire much confidence and sure enough within a few weeks small tears appeared along one edge. not durable at all.	negative	2	true	yoga-mat
the grip is nice and doesnt slip even when my hands are wet	positive	5	false	travel-mug
feels way more premium than the price tag suggests, worth it	positive	5	true	yoga-mat
this thing rusts if you so much as look at it wrong	negative	1	true	travel-mug
its the perfect size, not too bulky but holds plenty of coffee	positive	5	true	travel-mug
the moment I took this out of the packaging I noticed loose threads dangling from the underside of the brim, and after just two wears the color had already started transferring onto my forehead in the heat. gross and cheaply made.	negative	1	false	budget-cap
shrank in the wash and now it sits way too high on my head.	negative	1	true	flagship-cap
Shipping took over three weeks and when it finally showed up the case didn't even fit my phone model properly, the button cutouts were a good few millimeters off. Waste of money and time.	negative	2	true	phone-case
Two of these flagship caps were ordered for my nephews and one arrived with a crooked logo, clearly a quality control miss that shouldn't happen on something sold as a flagship product.	negative	2	true	flagship-cap
i gave this to my teenage daughter who just started taking yoga classes at school, and she says it's way comfier than the mats provided there. sturdy, doesn't slide, and looks great too. couldn't be happier with this gift choice.	positive	5	true	yoga-mat
this held up through a full winter of snow and salt without any wear	positive	5	false	phone-case
returning immediately, the grip texture wore smooth after just a few sessions	negative	2	false	yoga-mat
fingerprints everywhere on this thing, looks smudged five minutes after wiping it.	negative	1	false	phone-case
this case reeks of chemicals, had to leave it outside for days.	negative	2	true	phone-case
I regret buying this case, plain and simple. Within a month the plastic had already yellowed, the corners were chipped, and it no longer sits flush against my phone. Save your money and look elsewhere.	negative	2	false	phone-case
expected durability for the price but this thing frayed almost immediately, not happy.	negative	2	true	flagship-cap
thinnest mat ive ever owned, you can feel every bump in the floor	negative	1	true	yoga-mat

End of preview. Expand in Data Studio

unrelabel demo datasets

Three small, clean text-classification datasets that unrelabel uses to show off data-poisoning attacks and the defenses that catch them. Small on purpose: the whole attack, retrain, and measure loop runs in milliseconds on a laptop, no GPU, no waiting around.

These are the clean baselines. The poisoned versions live in the companion poison benchmark.

ecommerce-review-sentiment (1810 train / 452 test) classes: negative (915), positive (895)
sms-spam (4459 train / 1115 test) classes: ham (3871), spam (588)
llm-guardrail-prompts (2000 train / 500 test) classes: data_exfiltration (439), pii_request (401), unsafe (390), policy_violation (387), safe (383)

Pick the config from the dropdown above to browse each one. Source, attacks, and the behavioral-canary defense: https://github.com/oz9un/unrelabel.

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