Review summaries
Collection
Materials for the End-to-End Aspect-Guided Review Summarization at Scale paper that has been accepted to the EMNLP 2025 Industry track.
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2 items
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Updated
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|---|---|---|---|
88,737,774
|
THIS CHOPPER IS AMAZING. IT HAS THE ABILITY TO CHOP THE FOOD AS SMALL AS I NEED FOR MY RECEIPES
|
[{"Chopping Features": "POSITIVE"}]
| 38,258
|
71,510,814
|
Well packaged and just what I expected. It will make a great addition to our patio this summer.
|
[{"Product quality": "POSITIVE", "Packaging": "POSITIVE"}]
| 63,984
|
59,027,097
|
This freezer is bigger than I thought it would be, even with the dimensions, it's hard to picture until it arrived and it is a great size for the family.
|
[{"Size": "POSITIVE"}]
| 31,887
|
84,109,501
|
Love this sofa
|
[{"Comfort": "POSITIVE"}]
| 20,577
|
62,104,730
|
Beautiful color and sturdy ball. I know it will look beautiful in the garden. Since I just got it, I’m not able to comment on how it holds up, but it’s unlikely to fall off the stand and smash like my glass ones do.
|
[{"Aesthetics": "POSITIVE", "Color": "POSITIVE", "Durability": "POSITIVE", "Sturdiness": "POSITIVE"}]
| 75,461
|
84,865,226
|
Smaller than I imagined. Wanted to put on pet grave
|
[{"Size": "NEGATIVE"}]
| 77,133
|
102,510,889
|
My go to bloodymary glass!!!
|
[{"Quality": "POSITIVE"}]
| 50,197
|
138,114,100
|
I bought this a couple weeks ago and am happy with my purchase. Small enough to tuck into my toiletry bag--dimensions: 12½"H x 11½"W x 4"D with all my other stuff. As powerful as my bigger hair dryer and I like the separate temp and heat settings--I can dry my hair on low cool for less heat damage. Easy to hold on to and operate.
|
[{"Portability": "POSITIVE", "Power": "POSITIVE", "Temperature Control": "POSITIVE", "Ease of Use": "POSITIVE", "Size": "POSITIVE"}]
| 88,230
|
31,562,200
|
It was just as pictured.
|
[{"Accuracy of product representation": "POSITIVE"}]
| 35,312
|
84,668,074
|
Lounger is nice, but I wished it was a little bit taller.
|
[{"Height": "NEGATIVE", "Style": "POSITIVE"}]
| 58,448
|
122,288,132
|
So cute! My son loves to sit on it to read his books and there’s so much storage. It’s great ♥️
|
[{"Cuteness": "POSITIVE", "Storage": "POSITIVE", "Functionality": "POSITIVE"}]
| 36,359
|
139,457,716
|
Ideal for a winter scene for the holidays or a woodland themed room! Soft, warm, and does not pill excessively.
|
[{"Warmth": "POSITIVE", "Pilling": "POSITIVE", "Softness": "POSITIVE", "Style": "POSITIVE"}]
| 37,749
|
11,920,939
|
Beautiful at night. We added this deer to a set of 2 other reindeer and a sleigh for a Christmas display. The year earlier the hooks were more difficult to "hook" the neck and head onto the body frame but improvements were made.
|
[{"Ease of Assembly": "POSITIVE", "Appearance": "POSITIVE"}]
| 59,479
|
92,008,386
|
New range works great!
Only issue is the racks on the stove are difficult to clean
|
[{"Performance": "POSITIVE", "Ease of cleaning": "NEGATIVE", "Functionality": "POSITIVE", "Cleanability": "NEGATIVE"}]
| 23,742
|
31,485,624
|
I was relatively easy to put together, it is sturdy and made well. It fits in the space I needed it to. I love it.
|
[{"Assembly": "POSITIVE", "Construction": "POSITIVE", "Fit": "POSITIVE", "Sturdiness": "POSITIVE"}]
| 37,453
|
99,672,437
|
Just put it together and was relatively straight forward. It is a good height which I was worried about. The top surface looks great and has the real wood grains. Overall, a great purchase so far and fits great in my kitchen area!
|
[{"Height": "POSITIVE", "Surface": "POSITIVE", "Appearance": "POSITIVE", "Assembly": "POSITIVE", "Value": "POSITIVE"}]
| 69,480
|
98,764,567
|
Always pleased with the high quality of all the KRAUS products that I have purchased in the past.
|
[{"Quality": "POSITIVE"}]
| 47,005
|
44,653,723
|
I bought this a little over a month ago and I love it. I did a 14# turkey in it in 3 1/2 hours.
|
[{"Cooking Time": "POSITIVE", "Capacity": "POSITIVE"}]
| 28,074
|
64,477,094
|
Smaller than expected
|
[{"Size": "NEGATIVE"}]
| 35,931
|
12,748,170
|
Looks great in my bathroom.
|
[{"Appearance": "POSITIVE"}]
| 83,551
|
32,773,126
|
It’s a nice sign & perfect for my bar area. Only issue is the light switch is on the back, so I have to take it down to turn it on. Other than that it’s perfect.
|
[{"Aesthetics": "POSITIVE", "Design": "NEGATIVE", "Functionality": "POSITIVE"}]
| 80,840
|
23,998,323
|
I used 2 of these in a client's outdoor living space. They are large and truly beautiful.
|
[{"Appearance": "POSITIVE", "Size": "POSITIVE"}]
| 51,618
|
66,308,639
|
Perfect! It’s as pictured and east to put together. I saved so much counter space!
|
[{"Accuracy of product representation": "POSITIVE", "Assembly": "POSITIVE", "Value": "POSITIVE"}]
| 19,541
|
94,685,117
|
Very sturdy but too heavy to move easily.
|
[{"Sturdiness": "POSITIVE", "Weight": "NEGATIVE"}]
| 60,620
|
130,392,533
|
Very cute plus they came charged already.very happy with product
|
[{"Cutness": "POSITIVE", "Charging": "POSITIVE"}]
| 51,263
|
22,349,325
|
The white caps come off when the mallet strikes. I have glued them back on. The set seems to me a little less sturdy though it is ok for kids.
|
[{"Durability": "NEGATIVE", "Sturdiness": "NEGATIVE"}]
| 41,022
|
106,239,988
|
I love the look of these bowls and how they stack for easy storing. The sizes are perfect for any mixing or storage you need. The middle bowl is also great to take my lunch salad to work! The lids are secure so no problem if they turn over. Great for mixing (note measurements on side of bowl), meal prep, storing food, and many other things!! These are the only bowls you need!
|
[{"Look": "POSITIVE", "Stackability": "POSITIVE", "Sizes": "POSITIVE", "Lid Security": "POSITIVE", "Versatility": "POSITIVE"}]
| 68,585
|
58,198,374
|
This was not the faucet we started to get. We were originally going to get a more 'conventional' kitchen sink. We are very happy with the new look and features, and feel this was very much worth the extra cost.
|
[{"Appearance": "POSITIVE", "Features": "POSITIVE", "Value": "POSITIVE"}]
| 14,747
|
102,357,664
|
Love it no damage don’t know how to put paper towel on to roll though but otherwise great
|
[{"Condition": "POSITIVE", "Overall quality": "POSITIVE"}]
| 38,618
|
16,441,549
|
Nothing wrong with it but not what I wanted. Ordered three to choose from for my kitchen remodel. Wanted it to match my faucet better. Waited too long to return it so our the money.
|
[{"Match with other products": "NEGATIVE", "Value": "NEGATIVE"}]
| 28,078
|
108,804,892
|
Nicer than expected. Look great!
|
[{"Appearance": "POSITIVE"}]
| 46,185
|
52,626,452
|
This is great and was so glad that it came with a carrying case so we can store it safely and take this anywhere. Having lots of fun!
|
[{"Portability": "POSITIVE", "Storage": "POSITIVE", "Overall Experience": "POSITIVE"}]
| 40,039
|
43,692,859
|
Good shape and size. Nothing fancy, but a solid replacement for our old mailbox.
|
[{"Shape": "POSITIVE", "Size": "POSITIVE", "Sturdiness": "POSITIVE", "Value": "POSITIVE"}]
| 8,494
|
119,106,297
|
Beautiful design, quality material. Accurate description and photos from wayfair website. Mirror was broken upon delivery but it was replaced in no time
|
[{"Accuracy of product representation": "POSITIVE", "Design": "POSITIVE", "Material": "POSITIVE"}]
| 42,876
|
106,276,742
|
We assembled the chair but it was difficult to match up the grids where it was supposed to slide into. They did not line up,once assembled the chair is not sturdy and it's wobbly as if going to break. The fabric feels nice and the massage functions are nice but I don't recommend.
|
[{"Massage function": "POSITIVE", "Recommendation": "NEGATIVE", "Assembly": "NEGATIVE", "Material": "POSITIVE", "Sturdiness": "NEGATIVE"}]
| 27,588
|
74,616,045
|
The chair seems to be comfortable and looks nice for the price.
|
[{"Comfort": "POSITIVE", "Style": "POSITIVE", "Value": "POSITIVE"}]
| 63,408
|
14,355,982
|
I have to return the item it was not right. I ordered a split king and it came in two pieces. I needed the split king head but no mention in the description that it was otherwise
|
[{"Accuracy of description": "NEGATIVE"}]
| 53,342
|
99,817,074
|
Works great and then convection oven is awesome. Highly recommend
|
[{"Convection oven": "POSITIVE", "Functionality": "POSITIVE"}]
| 90,152
|
101,068,870
|
When I got the item took it out of box and unrolled it to make sure there were no defects. The material is so well made instructions are easy to understand. Getting so excited to put this up for Christmas.
|
[{"Instructions": "POSITIVE", "Material": "POSITIVE"}]
| 73,693
|
22,740,946
|
Perfect size. Easy to put together!
|
[{"Assembly": "POSITIVE", "Size": "POSITIVE"}]
| 51,214
|
2,986,593
|
I was first amazed that the directions were easy to follow and most importantly correct!! All the pre-drilled holes matched up and was given extras parts just in case!! We did have to leave the doors of it open to air out, it had a funny smell to it, but after a couple of days no more smell.
|
[{"Assembly instructions": "POSITIVE", "Pre-drilled holes": "POSITIVE", "Spare parts": "POSITIVE", "Odor": "NEGATIVE", "Air quality": "MIXED"}]
| 794
|
50,242,525
|
They look really nice. The cushions are pretty thin so not SUPER comfortable, but worth the money and do the job! My only issue is after putting one of them together, the mechanism to hold you at different levels laying back does not stay put. I am still trying to figure out how I can fix it. Also have not figured out a good way to clean the cushions yet.....suggestions?
|
[{"Reclining Mechanism": "NEGATIVE", "Aesthetics": "POSITIVE", "Cleanability": "NEGATIVE", "Comfort": "MIXED", "Value": "POSITIVE"}]
| 30,011
|
22,081,176
|
My husband and I got this as a gift for our wedding. It is easy to assemble and easy to use.
|
[{"Assembly": "POSITIVE", "Ease of use": "POSITIVE"}]
| 19,276
|
27,126,289
|
Very stylish
|
[{"Style": "POSITIVE"}]
| 6,716
|
47,856,941
|
Shipment of garage cabinets and storage shelves arrived in perfect condition. Packaging to protect all is amazing.
Delivery women were very courteous and efficient. Definitely will recommend your product!
Thank you :-)
|
[{"Product Quality": "POSITIVE", "Packaging": "POSITIVE"}]
| 59,020
|
29,972,274
|
Good product just the right size for the family
|
[{"Size": "POSITIVE"}]
| 66,965
|
117,425,491
|
It real small. The bottom draw pops out almost every time I open it.
|
[{"Drawer functionality": "NEGATIVE", "Size": "NEGATIVE"}]
| 68,922
|
20,266,630
|
The bed is cute & it fits in a toght space but it could be sturdier.
|
[{"Size": "POSITIVE", "Sturdiness": "NEGATIVE", "Style": "POSITIVE"}]
| 81,531
|
98,468,429
|
Very cheaply made- green chair was already broken when it got here
|
[{"Condition upon arrival": "NEGATIVE", "Construction": "NEGATIVE"}]
| 27,744
|
130,356,862
|
This is a nice faucet. Simple to install with very clear directions. The good thing it comes with very long connector hoses (wire shield) so you will most likely not need to buy any. Like all new faucets, no need for a basin wrench to install. Just need to make sure your existing hole is not to large for the faucet. Took me 15 minutes to install after I got the old one off. The hoses are easily marked (red & blue) between hot and cold.
|
[{"Instructions": "POSITIVE", "Included Components": "POSITIVE", "Accessories": "POSITIVE", "Dimensions": "MIXED", "Installation": "POSITIVE"}]
| 47,120
|
25,712,202
|
Where do I begin!?
Buy it! Now! lol it is hands down the nicest faucet I have installed at a job yet! So amazing!
|
[{"Ease of Installation": "POSITIVE", "Quality": "POSITIVE"}]
| 79,718
|
87,464,323
|
I put this sink in my new kitchen in May! Loos awesome. Love the accessories!
|
[{"Accessories": "POSITIVE", "Aesthetics": "POSITIVE"}]
| 79,492
|
9,767,938
|
These knives are beautiful and they are sharp!!Very good quality!!
|
[{"Sharpness": "POSITIVE", "Beauty": "POSITIVE", "Quality": "POSITIVE"}]
| 19,282
|
63,393,834
|
Beautiful piece , but sadly to say that on the second day of using this fireplace the lighting of my fireplace it completely stop working no fire movements or lights , Very upset about this product I would not purshased nothing from this website again . I rather go to home depo ..
|
[{"Aesthetics": "POSITIVE", "Functionality": "NEGATIVE"}]
| 59,841
|
5,648,190
|
Waste of money - very disappointed! The vase was bigger than the flowers - should be the other way around. Not at all like the picture. Returning!!!
|
[{"Appearance": "NEGATIVE", "Size": "NEGATIVE", "Value": "NEGATIVE"}]
| 83,523
|
94,011,320
|
Excellent product looks great but it’s not 16ft more like 14.5 or 15ft so order accordingly. I bought 2 rolls to do 32 ft and has to buy a 3rd roll to finish off the last 3 feet.
|
[{"Length": "NEGATIVE", "Appearance": "POSITIVE"}]
| 86,982
|
2,823,541
|
THE DRAWERS ARE NARROW AND NOT VERY DEEP. YOU NEED TWO AT LEAST
|
[{"Drawer Depth": "NEGATIVE", "Dimensions": "NEGATIVE", "Width": "NEGATIVE"}]
| 89,792
|
3,645,866
|
Spent too much money on this item,,,,poor quality,,doors had cracks and the legs break under the weight of the unit...plus it is not sturdy at all. would NEVER buy this unit again or any item here. I am so dissappointed.need my money back pleasePros: was sold a lieCons: wod way too cheap
|
[{"Doors": "NEGATIVE", "Legs": "NEGATIVE", "Quality": "NEGATIVE", "Sturdiness": "NEGATIVE", "Value": "NEGATIVE"}]
| 65,485
|
25,743,913
|
Cute little box. Exactly what I needed for lights ❤️
|
[{"Cutness": "POSITIVE", "Functionality": "POSITIVE", "Size": "POSITIVE"}]
| 82,783
|
125,911,402
|
I had an issue with my kitchen faucet. I was impressed by the responsiveness to get a repair part.
|
[{"Responsiveness": "POSITIVE"}]
| 63,618
|
501,124
|
Bought two and put them back to back for a more substantial look in our open concept kitchen. Truly satisfied. Came within a week and with all the parts. Little bit laborious to put together, but worth it.
|
[{"Completeness": "POSITIVE", "Appearance": "POSITIVE", "Assembly": "MIXED"}]
| 22,031
|
22,068,947
|
The best sink ever - shows no stains and easy to keep clean looking
|
[{"Stain resistance": "POSITIVE", "Cleanliness": "POSITIVE", "Cleanability": "POSITIVE"}]
| 10,435
|
104,290,291
|
Sturdy comfortable beach chair. Not too low so easier to get out of.
|
[{"Height": "POSITIVE", "Comfort": "POSITIVE", "Sturdiness": "POSITIVE"}]
| 22,563
|
1,681,112
|
Love this fiber bed. So comfortable and easy to put sheets over it.
|
[{"Comfort": "POSITIVE", "Ease of use": "POSITIVE"}]
| 4,204
|
44,774,534
|
I had a GE microwave for 16 yrs. and absolutely loved it! I wanted another one just like it but of course that was not to be. This one is very similar but does not compare. It doesn't cook or heat foods as fast - My old one had 2 lights about the stove, this one has only l.
The clock is a bright white light whereas the old one was green and matched my stove.
The plus side though is it fit the old bracket to hold it in place and my son only had to drill 2 holes for the top screws so he had it installed in about 45 minutes. It will take me awhile to become adjusted to the differences but I really did like my old GE better.
|
[{"Cooking Speed": "NEGATIVE", "Lighting": "NEGATIVE", "Clock": "NEGATIVE", "Compatibility": "POSITIVE", "Installation": "POSITIVE"}]
| 31,928
|
24,345,480
|
The side ,the height the warmth. Hope it will hold up when it need to washed
|
[{"Design": "POSITIVE", "Height": "POSITIVE", "Warmth": "POSITIVE", "Durability": "MIXED"}]
| 63,950
|
101,555,322
|
I purchased 3 months ago, I love the ECO friendly setting, its very compact with plenty of room for my queen comforter. Very gentle on my cloths.
|
[{"Features and accessories": "POSITIVE", "Compactness": "POSITIVE", "Storage capacity": "POSITIVE", "Performance": "POSITIVE"}]
| 25,517
|
65,340,063
|
Awesome buy. My 3 monitor system has created better production. Working perfectly. I didn't know how it would hold 3 monitors and not tip over, but it has been sturdy and I recommend it.
|
[{"Stability": "POSITIVE", "Functionality": "POSITIVE", "Value": "POSITIVE"}]
| 58,979
|
97,745,448
|
Photo is much fuller and taller than actual. Some grass stems out of pot or broken. Disappointing.
|
[{"Condition": "NEGATIVE", "Size": "NEGATIVE"}]
| 48,083
|
30,567,939
|
I bought these sets for Christmas dinner and I absolutely love them. great quality and so pretty
|
[{"Appearance": "POSITIVE", "Quality": "POSITIVE"}]
| 75,305
|
89,675,134
|
This chair is fantastic. It's super sturdy and a little more stylish than your typical folding chair. The color of it is nice as well. I don't feel like it's going to break when I sit on it like some other chairs.
|
[{"Color": "POSITIVE", "Durability": "POSITIVE", "Sturdiness": "POSITIVE", "Style": "POSITIVE"}]
| 71,769
|
71,544,838
|
Love this fountain! We mounted it on brick blocks. to level it and placed it in our garden! Gorgeous!
|
[{"Ease of Installation": "POSITIVE", "Aesthetics": "POSITIVE"}]
| 28,104
|
97,419,593
|
I don’t ever write reviews, but felt compelled to let everyone know this is a good product. The cabinets arrived on two pallets. They were packaged well and there was no damage to any of the pieces when I unpacked them. Installation went great. I installed all of it by myself except for the overhead cabinets (I needed an extra set of hands for those). I just finished installation of the cabinets and lights. I purchased peg board on my own. Now its time to start loading all my tools into them....
|
[{"Damage": "POSITIVE", "Assembly": "POSITIVE", "Installation": "POSITIVE", "Packaging": "POSITIVE"}]
| 59,044
|
32,119,457
|
Product arrived on time, great price and we are really enjoying it.
|
[{"Overall Satisfaction": "POSITIVE", "Price": "POSITIVE"}]
| 50,472
|
53,002,217
|
I feel like I always say this.... BUT, this has got to be my favorite Wayfair purchase yet! The color is BEAUTIFUL! It’s a very light grey. The chair itself is so comfortable. It was incredibly easy to put together, took less than 5 minutes. This is going to be the perfect rocking chair for our baby on the way!! Would 10/10 recommend!
|
[{"Assembly": "POSITIVE", "Color": "POSITIVE", "Comfort": "POSITIVE", "Value": "POSITIVE"}]
| 42,961
|
57,723,320
|
Very nice and elegant!!! (Great tools)
|
[{"Style": "POSITIVE"}]
| 15,381
|
17,450,549
|
package came damaged, several of the metal pieces were bent. since that edge was towards the wall we decided to go ahead and keep it. the thought of packing it up was too annoying! just was not happy with the presentation!
|
[{"Condition": "NEGATIVE", "Appearance": "NEGATIVE", "Packaging": "NEGATIVE"}]
| 3,559
|
63,261,263
|
It came in fast, the box was damaged but the hall tree was fine.
My husband had to redrill a whole because the bolt would not fit in the predrilled whole, that was already there.
|
[{"Assembly": "NEGATIVE", "Packaging": "NEGATIVE"}]
| 65,391
|
15,362,584
|
Could be made better, cheaply made!
|
[{"Quality": "NEGATIVE"}]
| 36,039
|
24,651,418
|
The bed went together fine and seems sturdy. The desk is very wobbly and can hardly stand.
|
[{"Stability": "NEGATIVE", "Assembly": "POSITIVE", "Sturdiness": "POSITIVE"}]
| 84,284
|
63,552,720
|
Perfect- just as describer, packaging was excellent, high quality faucet!
|
[{"Accuracy of product representation": "POSITIVE", "Packaging": "POSITIVE", "Quality": "POSITIVE"}]
| 79,692
|
60,382,006
|
Solid, quality knife block with extra slots; best quality knives I have had. Sharpening steel will keep them ready to go, kitchen shears will be super useful (no good substitute). Great set! [This review was collected as part of a promotion.]
|
[{"Knife Block": "POSITIVE", "Other features": "POSITIVE", "Accessories": "POSITIVE", "Knives": "POSITIVE", "Features": "POSITIVE", "Quality": "POSITIVE"}]
| 42,775
|
53,411,609
|
Looks great, easy to install.
|
[{"Aesthetics": "POSITIVE", "Assembly": "POSITIVE"}]
| 9,495
|
107,964,506
|
This box spring was easy to put together. I only gave 4 stares because the cover slips sometimes.
|
[{"Cover": "NEGATIVE", "Assembly": "POSITIVE"}]
| 17,339
|
21,954,461
|
Great value for an outdoor wood table. Easy to assemble.
|
[{"Assembly": "POSITIVE", "Value": "POSITIVE"}]
| 20,349
|
33,003,164
|
It works as shown, rather cheap looking, needs spraying.
To expensive for what it is.
|
[{"Appearance": "NEGATIVE", "Functionality": "POSITIVE", "Material": "NEGATIVE", "Value": "NEGATIVE"}]
| 16,453
|
52,353,605
|
Heavy duty very nice for my art project.
|
[{"Durability": "POSITIVE"}]
| 78,874
|
55,257,297
|
I love my chair , yes my chair
|
[{"Comfort": "POSITIVE"}]
| 2,764
|
122,871,140
|
It's a great stove and I haven't had any problems since it arrived.
|
[{"Performance": "POSITIVE"}]
| 32,042
|
4,736,139
|
Much bigger than I expected for the price. Perfect for salads!
|
[{"Size": "POSITIVE", "Value": "POSITIVE"}]
| 83,754
|
12,248,233
|
An incredible pan for the kitchen
|
[{"Performance": "POSITIVE", "Overall Quality": "POSITIVE"}]
| 44,917
|
112,055,598
|
I made hibachi chicken and rice in this pan and wow I am impressed. No sticking or anything. The pans themselves are pretty heavy but I can understand why. These are heavy duty and I would buy more. These are better than my Rachel Ray pans. One of my favorite things about this item is how easy it is to clean!
|
[{"Ease of cleaning": "POSITIVE", "Non-stick surface": "POSITIVE", "Durability": "POSITIVE", "Value": "POSITIVE", "Weight": "MIXED"}]
| 34,536
|
42,966,251
|
Love this one! The opening is larger and love that it has the little cleaner.
|
[{"Features": "POSITIVE", "Size": "POSITIVE"}]
| 17,622
|
47,803,484
|
Great deal for a great set, not to big, not to small and my kids love it
|
[{"Kids' appeal": "POSITIVE", "Size": "POSITIVE", "Value": "POSITIVE"}]
| 70,577
|
86,951,141
|
Fast delivery! Very easy to assemble. This upholstery bed is very stylish and comfortable. We bought a Wayfair mattress to go with this king size bed. The bed is big and very roomy. I recommend getting this!
|
[{"Assembly": "POSITIVE", "Comfort": "POSITIVE", "Size": "POSITIVE", "Style": "POSITIVE"}]
| 59,166
|
11,334,307
|
Great puece
|
[{"Overall Quality": "POSITIVE"}]
| 73,192
|
4,165,205
|
I bought this for my mother-in-law. She had a very narrow wall space and wanted a book shelf for it. She hadn't been able to find one anywhere until I located it on Wayfair. She loves it!
Pros: nice size, good price
|
[{"Price": "POSITIVE", "Size": "POSITIVE"}]
| 66,020
|
59,743,054
|
More beautiful than the pictures. I absolutely love this set! Gorgeous.
|
[{"Aesthetics": "POSITIVE"}]
| 59,400
|
85,407,540
|
Belle finition et beau look.
|
[{"Finish": "POSITIVE", "Look": "POSITIVE"}]
| 41,904
|
109,984,841
|
Just beautiful!! I use to look into a parking lot. I only wish I would have done it sooner. This is very colorful so think about your other decorations matching. Some may want just a frosted look.
|
[{"Beauty": "POSITIVE", "Color": "MIXED"}]
| 15,519
|
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in Data Studio
Wayfair Customer Reviews Dataset
This dataset contains customer reviews collected from wayfair.com.
It accompanies the paper End-to-End Aspect-Guided Review Summarization at Scale, accepted to the EMNLP 2025 Industry Track.
Overview
The dataset supports tasks such as:
- Aspect extraction
- Product-level summarization, e.g., aggregating reviews by the
product_idfield.
It can be used on its own or combined with the companion Wayfair Product Summaries dataset.
Both datasets share a common product_id key for easy joining.
Usage Example
import json
import datasets
import pandas as pd
reviews = datasets.load_dataset("IeBoytsov/wayfair_customer_reviews")["train"].to_pandas()
reviews["aspects"] = reviews["aspects"].map(json.loads)
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Size of downloaded dataset files:
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Number of rows:
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