Datasets:

avsolatorio
/

mteb-amazon_reviews_multi-avs_triplets

id stringlengths 10 10	text stringlengths 18 3.93k	label int32 0 4	label_text stringclasses 5 values	idx int64 0 200k	query_idx int64 0 200k	positive_idx int64 0 200k	negative_idx int64 1 200k
en_0267643	Comfortable but less durable Perfect bar height and very comfortable! Screws have fallen out after putting together so make sure you tighten them very very well!	2	2	0	0	122,181	146,657
en_0336435	Nice Steel and watch your fingers Really nice clips. A little tricky to use outdoors on the clothesline as they are a little small and can twist and pop out of your fingers, especially if it is a cool day.	3	3	1	1	69,210	128,952
en_0301210	Dont waste your money Junk. Over heats almost immediately 20 sheets single feed. quit working because safe sense sensor thinks its being touched.. Buy the protection for this piece of junk if you buy it	0	0	2	2	62,835	113,342
en_0666495	Don’t buy Lasted one summer, then disintegrated.	1	1	3	3	24,756	38,637
en_0889866	Case is thin and easily broken I ordered this the first time, first off it’s really thin in the plastic isn’t durable . And within 2 weeks the case was cracked and literally chipped from me trying to take it off my phone. Now the front and back won’t stay connected. I decided to give it another try and paid for next day shipping. However, I did not receive it next day, and they still charged me for it. Don’t trust this case to secure such an expensive phone. I have the iPhone 8 Plus, and beware of the shipping details	0	0	4	4	97,961	79,761
en_0091925	They are good quality but small I am a size 12 male and my wife could not get these on my foot. I will try once I am recovered from surgery.	3	3	5	5	152,982	194,654
en_0887378	Love this! Love the design and style. I have a small wrist so band has to be adjustable to get a good read on the health and activity of the watch. Very stylish, prefer something feminine and classy to wear to work!	3	3	6	6	81,289	121,723
en_0487070	No headline here. Have to see what they look like after a few washings. Great just out of the package.	3	3	7	7	35,418	120,902
en_0623102	Good intro Great way to help the kiddos with structure and schedules. Also allows you to keep track of a few things as well. I do wish it had more daily life applicable magnets. But otherwise we like it.	4	4	8	8	40,530	163,373
en_0771603	Nothing special Nothing special, the jet stream is not any stronger than other run of the mill nozzles.	2	2	9	9	197,876	90,306
en_0636402	and they did great under those conditions Fit well. I work out a lot and wore them without compression shorts at the gym, and they did great under those conditions.	3	3	10	10	166,303	127,010
en_0011880	Great for my sons tablet when we go on our ... Great for my sons tablet when we go on our car rides it fits to the front of the car and works perfectly thank you	4	4	11	11	16,722	123,940
en_0017868	Three Stars its a fly swatter...	2	2	12	12	140,279	150,980
en_0005300	Mats Have Holes When Delivered just received and opened the pro source exercise puzzle mat 3/4 inch - I ordered 2 sets of these mat squares. I was surprised to find one set (6 squares) had a wooden branch pierced through it - through all 6 squares! What’s really strange is that the box it was shipped in was not pierced. I ordered a 2nd set and while none were pierced through, one square was dented at the same spot as others (in the other wrapped set)- maybe this happened in the warehouse??? I hope that the seller sees this comment and reaches out. As there is not an option to contact seller in the amazon order history.	0	0	13	13	147,903	84,000
en_0063272	Four Stars Definitely helped before my performance	3	3	14	14	72,908	114,851
en_0078378	Basement miracle! This thing is awesome! I use it in a basement next to a rack full of shoes and it’s fresh and clean smelling in there now. There is an electronic smell if you turn it up high, but I’d rather that than musty or feet smell. It’s not bothersome, but not sure I would like it for a main living space. ****edit- lasted exactly 2 months and it stopped working. Return window is closed so I’m out $35. Bummer	1	1	15	15	8,583	27,693
en_0784932	Interesting twists and turns Was a good read. Gives an American a glimpse of British life. Had lots of terms and phrases that we don't use, but could easily figure out. The dry sense of humor was very appealing to me.	3	3	16	16	176,097	52,987
en_0816443	Great bargain !! These filters are inexpensive enough to just replace the filter each season.	4	4	17	17	87,420	74,317
en_0176625	Littlest Pet Shop Grand daughter loved this toy!	3	3	18	18	66,453	132,957
en_0360788	No quick connect around the neck No way to clip it around the neck.. it is adjustable, but unless your dog has a small head it will have to adjusted every time you put it on and take it off. Strange too because the waist straps have clips for both sides.	1	1	19	19	97,612	125,007
en_0052489	Cute toy, don’t expect it to last forever. Our son loves this. It’s much smaller than I expected, and it looks pretty fragile. But so far, so good.	3	3	20	20	120,912	73,479
en_0470485	Sizes run small Cool shirt but it fits more like a large or extra large not 2x , cable running to LED came off	0	0	21	21	161,788	22,300
en_0287074	Takes forever to put together. Listen I’ll be completely honest. This thing does the trick, but the assembly is a HUUUUGE hassle. I wouldn’t wish that assembly time on my worst enemy. The product also isn’t made with quality parts. It broke in spots while assembling and it was a little banged up when it got here. Buyer beware. You get what you pay for.	2	2	22	22	116,603	80,855
en_0050956	Don’t last long They look very nice and bright, but I haven’t even had them installed for seven months and one is already out. Don’t last long at all.	1	1	23	23	78,707	28,983
en_0407030	Cute and Fun Like other reviews said, it doesn’t lay as nicely as other animals. But she loves to hold and play with the llama. And eat it’s feet. I like that it matches the things I was gifted by others like the lovey (which she also loves)	3	3	24	24	26,715	145,073
en_0222659	So soft!!! So soft and a great fit! Bought one for both of my kiddos and they love them! So worth the money.	4	4	25	25	143,306	170,316
en_0199181	No box This mirror arrived only in a plastic bag...no box. Mirror was cracked/broken	0	0	26	26	121,874	77,475
en_0785989	Missing part of order I did receive the package on time; however, I only received one and I ordered two packs. I can’t find information on how to contact the seller to have the second pack shipped or a refund issued for the missing package of tissue paper.	0	0	27	27	62,153	159,495
en_0795658	Very pleased The candy of course if delicious. It was shipped in a styrofoam lined box with a cold pack. The chocolate was not melted even though the outdoor temperature was in the 90's (degrees). I'm very pleased with the packaging, product, and shipping time.	4	4	28	28	162,928	135,419
en_0313288	Three Stars Delivered on time but directions were written in German.	2	2	29	29	114,346	177,780
en_0774805	Dogs loved them so much they were destroyed in 4 hours. My dogs love these! Of all the toys they have, I would say these are their favorite. In fact, the dogs liked them so much that they destroyed them by the end of the first night. I have 3 dogs, and the pack came with 3 balls. All three were torn apart within 4 hours. So unfortunately, my review is bad because it sucks to spend $20 on a toy that doesn't make it through the night.	1	1	30	30	604	51,885
en_0373740	Good movie but not good 4K Good movie but not good 4K. Don't waste money on the 4K version as it is no better than a standard bluray format. Even the case was very low quality and cheap.	1	1	31	31	62,766	160,093
en_0377583	I expect better from taotronics I've had many good products from this company but these have always had a choppy connection to my Moto G3. With an aux transmitter, no problem.	1	1	32	32	46,278	125,826
en_0085241	Trying to save money and it was not worth it. First time to order and have been disappointed because they are splitting off where the dogs are chewing, and the ones I ve gotten before like at Petco never did that.	1	1	33	33	71,383	34,337
en_0600944	Beautiful Faux-Glassware Option for a Classy Party! Loved how these flutes and wine glasses actually looked like glass! They're great for a backyard party or any event where you don't want to have to wash/risk breaking tons of expensive wine glasses. Would absolutely order again!	4	4	34	34	40,001	79,660
en_0510448	Great for temp, humidity, time. Weather not particularly accurate. It looks really nice, but I'm disappointed that it doesn't connect to weather radio to get "real" weather. Instead it does some guesstimating based on its own temp and humidity ratings. I'd say it's kinda right. Mostly I want to keep track of indoor and outdoor humidity and it does that. It's attractive and colorful. Easy to set up.	2	2	35	35	199,786	109,872
en_0684747	take care with the delivery the book cover is heavily damaged	2	2	36	36	41,038	71,419
en_0497892	Five Stars Can’t say enough about this blanket. Will buy in more colors for other rooms. So soft.	4	4	37	37	120,248	73,010
en_0370664	Different variant I did recieve ultra pro sleeves. The right amount, the right size, and the right color. However, they were not the same ones that were pictured. I've bought the ones pictured before and they were perfect. The ones I recieved today are thinner I Believe. I'd rather had the other, But I will deal with it. Thank u	2	2	38	38	46,138	12,670
en_0473374	Four Stars Nice gloves, wish forefinger and thumb were longer.	3	3	39	39	51,478	110,490
en_0086676	Feel apart in 1 hour! Feel apart after wearing it for less than 1 hour in my house. And the clasp has sharp metal sticking out. Waste of money!	0	0	40	40	63,895	1,197
en_0755091	Good Hydrator First one i bought broke after a little fall. The second one I bought is holding up fairly well. Just be careful with it. Style is very sleek, and looks more expensive than it actually is. Both attributes are good for me.	3	3	41	41	88,894	82,463
en_0890431	Great device for the money! Easy install. Garage door opening notifications are very useful. Garage door "time open" alarm is also great for making sure I don't leave the garage door open accidentally.	4	4	42	42	74,073	159,051
en_0111559	Read and calculate oz carefully Read fine print. Didnt realize I was paying 6.50 for a tiny sample bottle.	1	1	43	43	136,249	175,096
en_0237271	Would not repurchase This product is more watery than other Hyaluronic Acid Serums I have used.	2	2	44	44	156,000	171,159
en_0189046	Not very attractive Very cheap looking. I could probably do better at the dollar store.	0	0	45	45	72,905	115,563
en_0793045	Love it!! Very simple to add new sounds! Our 40+ year old door bell finally bought the farm, so we got this Honeywell. So far we love it! It has quite a few different sounds pre-loaded but you can add new sounds and it is so simply to do! You just connect it to your computer with the included USB cable... and a window for the doorbell open and you can drag and drop the mp3 file into the window and your done. No fancy complicated program...just drag and drop. It also has volume buttons and mute/timer buttons. One thing I really like is that since it isn't hardwired into your house, you can set the doorbell anywhere you want. I did go ahead and hang it on the wall where my old one was but it is very easy to lift it off the hanger so I can take it to my computer(and add new sounds).	4	4	46	46	51,693	74,328
en_0967122	great product easy to use does a wonderful job - wish we had purchased years ago. worth every penny.	4	4	47	47	16,793	53,931
en_0728157	Have a happy new year Thanks for my order! I know it’s not your fault but it was at the wrong apt. I just wanted to say thanks for texting me that my package was delivered!! Have a happy new year!!!	4	4	48	48	124,666	118,740
en_0378550	Break after 3-4 games This ball does not last more than 3-4 games. They break easily or get out of round very easy! Something has to be done about this!	2	2	49	49	47,555	74,247
en_0275631	Vapid I read a lot of rock/celeb memoirs and ex wife memoirs, they're my guilty pleasure and I love them. Now, I understand she didn't want to write a tell all. But there's nothing here. Nothing. She must have turned in about four pages to her ghostwriter. Lots of, "I'm so nice, so and so is so nice, that one girl isn't nice." And the exclamation points! So many! She lived with an addict for that long, and I couldn't even tell you what Danny's drug of choice was. Lots of missed opportunities here. Honestly, I've never said this in a review before- but don't bother.	1	1	50	50	30,036	181,412
en_0556851	Shoes Just a lil bit hurts my big toe but they good.	3	3	51	51	44,782	114,753
en_0527215	Kept moving and bothering me The stick is very uncomfortable and irritates skin. Cannot wear this thing!	1	1	52	52	74,042	185,136
en_0513590	Nice but needs a bit bigger for adult usage Nice quality materials. Barely able to move mouth as my adult hands don’t really fit in head.	3	3	53	53	10,580	21,925
en_0666302	bought twice, broke twice Low quality - Gears break within 5 minutes of use Very low quality RC car. This would probably cost $10.00 if it wasn't a "Cars" toy. overall build, steering and mechanical is of an extremely low quality toy. The gears broke twice within minutes of use. Walk away and Buy a better toy for the same money.	0	0	54	54	166,487	191,101
en_0928875	This thing is TINY! This blower may be fine for an elf. It seems built well. It has decent air flow. But I should have payed more attention to the dimensions and pictures. This thing looks like a toy for my two year old (they’re never too young to put to work). I’ll be returning this and trying out the double battery model... maybe I’ll get a full size blower with it.	2	2	55	55	128,706	156,317
en_0617123	No QA Item arrived broken i didn't have a chance to use it even once. Amazon Choice? Very Poor.	0	0	56	56	159,773	29,136
en_0634316	Save your money Painting the old fashion way is more economical and easier	1	1	57	57	170,783	66,737
en_0846629	Order a size down I’m really bummed because I was excited about this dress- I ordered a medium based on other reviews and the size charting- I should have gone with a small. Very loose fit at the top (and I’m pretty busty) and just overall, unflattering. Returning now to order a smaller size. Other than the size, I love it! Nice material, pretty lace pattern at the top- hopefully the new one will be perfect. :)	3	3	58	58	136,355	113,176
en_0504575	good story, BUT . . .!! good story, BUT . . .! i would have given more stars as it was an interesting story, but i am so tired of female leads who are otherwise strong, intelligent, self-aware, etc will turn into 14 year old girls with a crush over a man. usually they know the man is no good either for them or in general, but go all gushy and 'harlequin romance' around him, eventually giving in to whatever he wants.	2	2	59	59	90,212	157,917
en_0570745	Great price for these nice storage canister set These are great storage canisters. They are made of a nice acrylic that so far is not easy to scratch. The only down side is they do not hold a whole bag of flour or sugar, but if you read the description you probably already know that. Great price for what you get.	3	3	60	60	143,738	153,242
en_0010506	Useless My boat gets covered in spider poop. The device did nothing to discourage them.	0	0	61	61	194,213	165,206
en_0593263	Four Stars Works good, I should have paid attention to the size, had to drill it out to fit my hose.	3	3	62	62	135,760	140,036
en_0950418	Not as pictured Now I have to buy the brass clips, the picture shows a plastic tab, which is not what arrived.	0	0	63	63	162,037	174,614
en_0212910	Great Patches The patches are great but I was sent a few that are expired. I wish they review the expiration before selling them.	3	3	64	64	142,827	101,846
en_0774456	Don't buy this phone Lasted three months and buttons on screen stopped working. No support from suppliers.	0	0	65	65	59,618	51,405
en_0804117	It was good but... It doesn't stay in place. It needs a second contact point to secure the pin so it stays right side up.	2	2	66	66	129,022	78,930
en_0064957	Well built but handle too narrow The saw appears to be well built and was able to hold my saw blade securely. My only problem is that the handle is too narrow to be used comfortably. It probably would be fine for a smaller woman's hand, but it is too small for my large man hands.	3	3	67	67	1,201	111,247
en_0587763	Great job! This skin app is one of the very best I've ever had! So kudos to you! Anyway, I gave it four stars because it is an amazing app, but, it has WAY to many adds. But that's my only problem. This is a great app and I would recommend it to anyone who likes Minecraft. Thanks!	3	3	68	68	140,670	179,582
en_0987179	Not what I was expecting Product is stale and caked! Went straight to the can.	0	0	69	69	8,336	190,883
en_0633179	Piece of junk used it 3 times then it just gave up. Not worth the effort to return so in the trash it went.	0	0	70	70	128,365	31,206
en_0731720	One Star 0ne tab would not stay out, therefore it is not adjustable.	0	0	71	71	155,177	100,684
en_0338740	An Excellent Read Other accounts of the life of Marie Antoinette give an unflattering characterization of her, this book is a bit more sympathetic. The truth probably lies between. In any case, tree book does an excellent job in telling her life story in the context of the French Revolution.	4	4	72	72	179,387	90,095
en_0002827	Soothing and smells great This cream feels so soothing and moisturizing on the skin without being greasy, and has a very pleasant scent that is not old lady or perfume smelling.	4	4	73	73	198,058	49,864
en_0250796	Very disappointed with the bag Very disappointed with the bag. The pocket had unraveling thread hanging. The inside zipper area also had thread hanging, the bag was dirty on the outside. Very poorly made. Really did not even deserve one star.	0	0	74	74	70,084	93,061
en_0730900	Colors are different. I love the pants, however the colors aren’t the same as in the stock photo. Wish they were more like that, but they’re still ok. 🙂	3	3	75	75	75,224	190,109
en_0710285	not in the best condition this is a rental, however it is not in good condition. i was able to use it for my course, but still looks like it got wet at some point.	1	1	76	76	133,563	49,101
en_0327032	Amazon is amazing...I love having prime time These socks are amazing ...I love them...can't wait to order more	2	2	77	77	131,134	185,200
en_0657078	What a waste of money So unhappy with these! Hold no charge and stopped working after a few days. Probably a seller that offers gift cards for deleting bad reviews. Don't buy	0	0	78	78	167,394	86,129
en_0106579	WOW Even though I have read a lot of books and seen a lot of films based around the horrors of Auschwitz, this book was an incredible account of a true story. I simply could not put this down and my heart wept for those who endured the terror of this time in history.	4	4	79	79	171,682	75,730
en_0792117	Works for me. I did not experience anything but positive results from this product. Everyone has there own experience. Mind has been positive and I will continue to purchase from this provider.	4	4	80	80	123,824	2,202
en_0668904	Attractive and a good value I own a few of the other pieces and I love it.	4	4	81	81	84,575	129,760
en_0180460	Too small It was too small. I didn't even want to try a different size. I returned it.	1	1	82	82	192,820	18,597
en_0888971	Bad quality They are cute but upon arrival one of the plastic already fell off. Within days another one fell off the clip with just light use.	2	2	83	83	169,010	92,342
en_0552669	Not good cheap made. Take too long to receive it.	1	1	84	84	7,248	18,819
en_0027081	Did not used I think it is not good for my stomach	1	1	85	85	6,937	165,715
en_0226596	Good idea, poor execution - photo was not transferred to the crystal very well. Quality of the image wasn't great :( I sent the photo ahead of time for review for suitability and was told it was fine, but when I got the final product there was a weird straight line across one of the faces making it look like some kind of mustache (no mustache on the person's face in the picture sent). Image was also smaller than expected so it didn't really fill the heart fully. Great idea, poor execution. I was disappointed.	1	1	86	86	157,809	159,005
en_0608251	Don’t buy this This product is not worth a god damn. I would not recommend this to anyone unless you want a Bluetooth connection that may or may not work from 6 feet away. If I could give it negative stars, it would be negative to the infinity.	0	0	87	87	145,728	11,545
en_0982236	Two Stars ok until it fell off the wall and broke.... cheap fogged up a lot, hard to read.	1	1	88	88	12,420	97,876
en_0324345	Great monitor! Love the size & controls Great monitor! Love the size & controls. There is a slight latency on the image & when using audio headphones but it is manageable. I use a mount that I modified from a flash support and the rig is equally functional for hand held or tripod shooting! Very enjoyable to add to your videography arsenal!!	3	3	89	89	24,132	161,664
en_0811025	Does not last Had this for all of 3 weeks before the cord completely pulled out and no longer retracts. Have tried fixing but always ends up the same way.	1	1	90	90	112,575	164,375
en_0913432	Helpful Works great for one it was needed for came with a lot of helpful tools	4	4	91	91	161,929	32,477
en_0245878	Three Stars A little weak but work if you slather it on	2	2	92	92	90,045	165,660
en_0213870	Great cover! No complaints of as of yet. Received the case in good condition. Fits iPad Pro 9.7 well. Not too heavy. Aesthetically pleasing while offering protection without adding much weight. My only gripe would be that I can’t fold the cover completely behind the iPad if needed. Recommended otherwise!	3	3	93	93	166,853	179,848
en_0175625	Great quality-not so nice drawstrings They are very comfortable & look great! I didn’t like the red tips at the end of the drawstring (which was also a bit long) but nice pants otherwise.	3	3	94	94	143,803	51,383
en_0581933	3/12 did not work 3/12 did not work. Very disappointing as they were for a bday party and 3 kids didn't have working glasses for the laser light show. The kids liked the ones that worked.	1	1	95	95	7,956	180,574
en_0426539	Not the same The watch that showed up to my house was the wrong one, I don’t know if they have different styles and sent me the wrong one, but this is the one that came in the mail, does it’s job tho	2	2	96	96	183,131	92,766
en_0695471	Works! The Sage did not work as well but the Tea Tree works great on my eczema.	3	3	97	97	88,797	40,752
en_0811920	Great until they break. These were great for 10 months, then one of the buds stopped working.	0	0	98	98	3,843	143,049
en_0071970	Should have read the reviews more closely. Extremely small ... Should have read the reviews more closely. Extremely small. Wanted a bicep tattoo and doesn't go even half way around my bicep. Doesn't even fit around my wrist. And I'm not that big of a guy. I'd say they are designed for small children, but what 5 year old wants a tribal bicep tattoo. I suppose a petite woman could use them around their ankle or wrist. Way too small for an adult man though.	1	1	99	99	154,006	72,395

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MTEB Amazon Reviews Multi Dataset

This dataset was used in the paper GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning. Refer to https://arxiv.org/abs/2402.16829 for details.

The code for generating the data is available at https://github.com/avsolatorio/GISTEmbed/blob/main/scripts/create_classification_dataset.py.

Citation

@article{solatorio2024gistembed,
    title={GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning},
    author={Aivin V. Solatorio},
    journal={arXiv preprint arXiv:2402.16829},
    year={2024},
    URL={https://arxiv.org/abs/2402.16829}
    eprint={2402.16829},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}

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