Aspect-Level Sentiment with Metadata Fusion: Explanations

Highlights show the strongest text evidence for each aspect. green = Positive, red = Negative, grey = Not_Mentioned. Metadata rows show which source the model attends to for each aspect.

Example 1

Rating: 1 | Category: Strands
Bad quality control I ordered despite all the bad reviews. Well that didn’t work as it was just pack in a baggie as like most of the reviews state. Then the blue and white flowers with charms were all attached backwards. I am in the process of returning it. I will not be asking for an exchange as I do not wish to keep returning this item until I get a good one. So very sad as this could have been a beautiful necklace. Plus with as expensive as this is you would think it would have better packaging. I have bought for much cheaper with nice packaging. Unfortunately I will not be buying any more of this brand as it had put a bad taste in my mouth. Do better!
features: TRENDY NECKLACES: Delicate layered chain necklace features mixed faceted beads, delicate stone accents, lovely flowers and heart embellished with woven mixed multi-colored charms. Hand crafted from polished gold-tone metal, glass and plastic LIGHTWEIGHT NECKLACES : Effortless and lightweight necklaces easy to put on and take off. Necklace has an adjustable lobster clasp closure MEASUREMENTS : 16in length with adjusta
categories: Clothing, Shoes & Jewelry > Women > Jewelry > Necklaces > Strands
numeric: price=35.99, average_rating=4.4, rating_number=4695
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: badgoodbeautifulnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: SIZE is predicted as Negative. The main text evidence is "bad", "good", "beautiful", "nice", and the strongest metadata source is "features" (0.500).
MATERIAL: Negative
Top text evidence: badgoodbeautifulnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: MATERIAL is predicted as Negative. The main text evidence is "bad", "good", "beautiful", "nice", and the strongest metadata source is "features" (0.500).
QUALITY: Negative
Top text evidence: qualitybadgoodbeautifulnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: QUALITY is predicted as Negative. The main text evidence is "quality", "bad", "good", "beautiful", and the strongest metadata source is "features" (0.500).
APPEARANCE: Positive
Top text evidence: beautifulbadgoodnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: APPEARANCE is predicted as Positive. The main text evidence is "beautiful", "bad", "good", "nice", and the strongest metadata source is "features" (0.500).
STYLE: Negative
Top text evidence: badgoodbeautifulnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: STYLE is predicted as Negative. The main text evidence is "bad", "good", "beautiful", "nice", and the strongest metadata source is "features" (0.500).
VALUE: Negative
Top text evidence: expensivebadgoodbeautifulnice
bad quality control i ordered despite all the bad reviews . well that didn ’ t work as it was just pack in a baggie as like most of the reviews state . then the blue and white flowers with charms were all attached backwards . i am in the process of returning it . i will not be asking for an exchange as i do not wish to keep returning this item until i get a good one . so very sad as this could have been a beautiful necklace . plus with as expensive as this is you would think it would have better packaging . i have bought for much cheaper with nice packaging . unfortunately i will not be buying any more of this brand as it had put a bad taste in my mouth . do better !
Top metadata source: features 0.500 quality: strong
Explanation: VALUE is predicted as Negative. The main text evidence is "expensive", "bad", "good", "beautiful", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.321
categories
0.347
numeric
0.332
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.25
numeric 0.25
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.50
categories 0.25
numeric 0.25
APPEARANCE
features 0.50
categories 0.25
numeric 0.25
STYLE
features 0.50
categories 0.25
numeric 0.25
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 2

Rating: 1 | Category: Rash Guard Shirts
Very small for size and returned Too tight for size and Iborderwd extra large.
features: 100% Polyester Pull On closure Machine Wash The fabric rating UPF 50+ protects your skin from the harmful UVA/UVB rays,keeping you cool while outdoors in the direct sunlight.Great for swimming as a cover shirt,light shirt for hiking. Technical fabric wicks moisture away from your skin and dries quickly for extra comfort, keep you cool and dry on running or workout. Raglan sleeves and no tag collar/flat-seam construct
categories: Clothing, Shoes & Jewelry > Women > Clothing > Swimsuits & Cover Ups > Rash Guard Shirts
numeric: price=19.99, average_rating=4.4, rating_number=2481
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: smalltightlargesizereturned
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: SIZE is predicted as Negative. The main text evidence is "small", "tight", "large", "size", and the strongest metadata source is "features" (0.500).
MATERIAL: Not_Mentioned
Top text evidence: smalltightreturnedlarge
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: MATERIAL is predicted as Not_Mentioned. The main text evidence is "small", "tight", "returned", "large", and the strongest metadata source is "features" (0.500).
QUALITY: Not_Mentioned
Top text evidence: smalltightreturnedlarge
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is "small", "tight", "returned", "large", and the strongest metadata source is "features" (0.500).
APPEARANCE: Not_Mentioned
Top text evidence: smalltightreturnedlarge
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "small", "tight", "returned", "large", and the strongest metadata source is "features" (0.500).
STYLE: Not_Mentioned
Top text evidence: smalltightreturnedlarge
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "small", "tight", "returned", "large", and the strongest metadata source is "features" (0.500).
VALUE: Not_Mentioned
Top text evidence: smalltightreturnedlarge
very small for size and returned too tight for size and iborderwd extra large .
Top metadata source: features 0.500 quality: strong
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is "small", "tight", "returned", "large", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.332
categories
0.324
numeric
0.344
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.25
numeric 0.25
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.50
categories 0.25
numeric 0.25
APPEARANCE
features 0.50
categories 0.25
numeric 0.25
STYLE
features 0.50
categories 0.25
numeric 0.25
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 3

Rating: 2 | Category: Identification
Not great Not comfortable to wear. The information portion of the bracelet has very sharp edges. Adjusting the length requires a tool. You can't push down the locking part by hand. So broken clasp after long wait. They did issue a refund without requiring me to return the item
features: Medical Bracelets Size: Width 0.55 Inches(14mm), Length 6-8.2 inches(150-215mm). Material: 316L Stainless Steel O Chain, Never Rust, Sturdy and Durable, High Quality. PEOPLE WITH THE FOLLOWING CONDITIONS SHOULD WEAR A MEDICAL ID JEWELRY: Alzheimer's, Autism/Special Needs Children, Blood Disorders, Blood Thinners, Diabetes, Dementia, Drug Allergies (i.e. Penicillin, Morphine, Sulfa), Emphysema/Breathing Disorders, Epi
categories: Clothing, Shoes & Jewelry > Women > Jewelry > Bracelets > Identification
numeric: price=13.99, average_rating=4.1, rating_number=2743
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: lengthgreatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.750 quality: strong
Explanation: SIZE is predicted as Negative. The main text evidence is "length", "great", "comfortable", "return", and the strongest metadata source is "features" (0.750).
MATERIAL: Not_Mentioned
Top text evidence: greatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.500 quality: strong
Explanation: MATERIAL is predicted as Not_Mentioned. The main text evidence is "great", "comfortable", "return", and the strongest metadata source is "features" (0.500).
QUALITY: Negative
Top text evidence: greatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.750 quality: strong
Explanation: QUALITY is predicted as Negative. The main text evidence is "great", "comfortable", "return", and the strongest metadata source is "features" (0.750).
APPEARANCE: Not_Mentioned
Top text evidence: greatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.750 quality: strong
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "great", "comfortable", "return", and the strongest metadata source is "features" (0.750).
STYLE: Not_Mentioned
Top text evidence: greatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.750 quality: strong
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "great", "comfortable", "return", and the strongest metadata source is "features" (0.750).
VALUE: Negative
Top text evidence: greatcomfortablereturn
not great not comfortable to wear . the information portion of the bracelet has very sharp edges . adjusting the length requires a tool . you can ' t push down the locking part by hand . so broken clasp after long wait . they did issue a refund without requiring me to return the item
Top metadata source: features 0.500 quality: strong
Explanation: VALUE is predicted as Negative. The main text evidence is "great", "comfortable", "return", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.331
categories
0.346
numeric
0.323
Aspect-specific metadata attention
SIZE
features 0.75
categories 0.25
numeric 0.00
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.75
categories 0.25
numeric 0.00
APPEARANCE
features 0.75
categories 0.25
numeric 0.00
STYLE
features 0.75
categories 0.25
numeric 0.00
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 4

Rating: 2 | Category: Wallets
Two Stars loved it until the pin fell out after having it only a month
features: Aluminum lining Wet Wipe Clean High grade plastic wallet with aluminum shell, customed design. Integrated RFID repellant technology protects you from Credit-Card scanning thieves. Seven secure slots fold out accordion style and hold up to 9 cards. If there is any issue with quality of wallet, please contact us and we will replace it. Standard Size: 2.75" x 4.25" x 0.75"
categories: Clothing, Shoes & Jewelry > Men > Accessories > Wallets, Card Cases & Money Organizers > Wallets
numeric: price=8.99, average_rating=4.1, rating_number=793
Per-aspect prediction, text evidence, and metadata source
SIZE: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.750 quality: moderate
Explanation: SIZE is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.750).
MATERIAL: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.500 quality: moderate
Explanation: MATERIAL is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.500).
QUALITY: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.750 quality: moderate
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.750).
APPEARANCE: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.750 quality: moderate
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.750).
STYLE: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.750 quality: moderate
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.750).
VALUE: Not_Mentioned
Top text evidence: loved
two stars loved it until the pin fell out after having it only a month
Top metadata source: features 0.500 quality: moderate
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is "loved", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.375
categories
0.303
numeric
0.322
Aspect-specific metadata attention
SIZE
features 0.75
categories 0.25
numeric 0.00
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.75
categories 0.25
numeric 0.00
APPEARANCE
features 0.75
categories 0.25
numeric 0.00
STYLE
features 0.75
categories 0.25
numeric 0.00
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 5

Rating: 3 | Category: Cocktail
Okay Not the best quality, pretty skimpy
features: Fabric type: Great Elasticity, 69% Cotton, 26% Nylon, 5% Spandex. Hand Wash Only, Low Temperature for Ironing. Hidden back zipper closure Sweetheart neckline, above the knee, hidden back zipper, sexy v-back, cold shoulder, short sleeves A-line dress. A full skater skirt creates a flattering fit and flare silhouette make you look chic yet elegant. This semi-formal party dress suitable for cocktail party, wedding guest
categories: Clothing, Shoes & Jewelry > Women > Clothing > Dresses > Cocktail
numeric: average_rating=4.2, rating_number=4399
Per-aspect prediction, text evidence, and metadata source
SIZE: Not_Mentioned
okay not the best quality , pretty skimpy
Top metadata source: features 0.500 quality: weak
Explanation: SIZE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.500).
MATERIAL: Not_Mentioned
okay not the best quality , pretty skimpy
Top metadata source: features 0.500 quality: weak
Explanation: MATERIAL is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.500).
QUALITY: Not_Mentioned
Top text evidence: quality
okay not the best quality , pretty skimpy
Top metadata source: features 0.750 quality: moderate
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is "quality", and the strongest metadata source is "features" (0.750).
APPEARANCE: Not_Mentioned
okay not the best quality , pretty skimpy
Top metadata source: features 0.750 quality: weak
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
STYLE: Not_Mentioned
okay not the best quality , pretty skimpy
Top metadata source: features 0.750 quality: weak
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
VALUE: Not_Mentioned
okay not the best quality , pretty skimpy
Top metadata source: features 0.500 quality: weak
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.362
categories
0.299
numeric
0.339
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.25
numeric 0.25
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.75
categories 0.25
numeric 0.00
APPEARANCE
features 0.75
categories 0.25
numeric 0.00
STYLE
features 0.75
categories 0.25
numeric 0.00
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 6

Rating: 3 | Category: Aprons
Okay don't have very much to say about this on ipad version, other than its okay
features: 65% Polyester, 35% Cotton Imported waist tie closure Durable Cooking Apron - Chef Works aprons are pre-tested for strength and durability. Use as a waitress apron in front of house or chef apron in back of house. Comfortable Fit - Waist tie offers the ability to fit to various body sizes with comfort and versatility. This is a unisex apron women and men can both wear. Full-Body Coverage - 34-inch height by 27-inch wi
categories: Clothing, Shoes & Jewelry > Uniforms, Work & Safety > Clothing > Food Service > Aprons
numeric: price=16.99, average_rating=4.6, rating_number=2464
Per-aspect prediction, text evidence, and metadata source
SIZE: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.750 quality: weak
Explanation: SIZE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
MATERIAL: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.750 quality: weak
Explanation: MATERIAL is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
QUALITY: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.750 quality: weak
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
APPEARANCE: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.750 quality: weak
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
STYLE: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.750 quality: weak
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.750).
VALUE: Not_Mentioned
okay don ' t have very much to say about this on ipad version , other than its okay
Top metadata source: features 0.749 quality: weak
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is no strong text token, and the strongest metadata source is "features" (0.749).
Metadata cross-attention (global / averaged)
features
0.324
categories
0.310
numeric
0.367
Aspect-specific metadata attention
SIZE
features 0.75
categories 0.25
numeric 0.00
MATERIAL
features 0.75
categories 0.25
numeric 0.00
QUALITY
features 0.75
categories 0.25
numeric 0.00
APPEARANCE
features 0.75
categories 0.25
numeric 0.00
STYLE
features 0.75
categories 0.25
numeric 0.00
VALUE
features 0.75
categories 0.25
numeric 0.00

Example 7

Rating: 4 | Category: Shoe Horns & Boot Jacks
At the current price point, this is a decent shoe horn I was originally going to rate this 3 stars. However, for the current price of $7.99, I think this is a decent shoe horn. It is metal with a silicone covering on the upper part. It is also perfect for young children or adults who do not mind bending down to use a shoe horn. It is certainly better than plastic. This is packaged with a big cheap cinch-tie bag. I have no idea why this is included as probably 30 of these shoe horns could fit in that bag. This horn has the potential to bend because it is not super sturdy. I have a similar one with a wooden handle and that one is all bent just from use. My recommendation if you want a great shoe horn that is sturdier and can be used standing up, is to get this [[ASIN:B01M154SED 21" heavy duty one]] for the current price of $20.99 plus 5% off. I own one of these and had I purchased that one first, I would have never ordered any other. Do note, however, that it is very large and comes up to one's knees but it is fantastic. In summary, this one is decent and functional at the low price point but for something more sturdy and that will last longer, look into the other one I recommended.
features: not available
categories: Clothing, Shoes & Jewelry > Shoe, Jewelry & Watch Accessories > Shoe Care & Accessories > Shoe Horns & Boot Jacks
numeric: average_rating=3.9, rating_number=29
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: largebigfitperfectcheapgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.500 quality: strong
Explanation: SIZE is predicted as Negative. The main text evidence is "large", "big", "fit", "perfect", and the strongest metadata source is "features" (0.500).
MATERIAL: Negative
Top text evidence: largeperfectcheapgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.500 quality: strong
Explanation: MATERIAL is predicted as Negative. The main text evidence is "large", "perfect", "cheap", "great", and the strongest metadata source is "features" (0.500).
QUALITY: Positive
Top text evidence: cheaplargeperfectgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.500 quality: strong
Explanation: QUALITY is predicted as Positive. The main text evidence is "cheap", "large", "perfect", "great", and the strongest metadata source is "features" (0.500).
APPEARANCE: Not_Mentioned
Top text evidence: largeperfectcheapgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.500 quality: strong
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "large", "perfect", "cheap", "great", and the strongest metadata source is "features" (0.500).
STYLE: Not_Mentioned
Top text evidence: largeperfectcheapgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.500 quality: strong
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "large", "perfect", "cheap", "great", and the strongest metadata source is "features" (0.500).
VALUE: Positive
Top text evidence: cheappricelargeperfectgreat
at the current price point , this is a decent shoe horn i was originally going to rate this 3 stars . however , for the current price of $ 7 . 99 , i think this is a decent shoe horn . it is metal with a silicone covering on the upper part . it is also perfect for young children or adults who do not mind bending down to use a shoe horn . it is certainly better than plastic . this is packaged with a big cheap cinch - tie bag . i have no idea why this is included as probably 30 of these shoe horns could fit in that bag . this horn has the potential to bend because it is not super sturdy . i have a similar one with a wooden handle and that one is all bent just from use . my recommendation if you want a great shoe horn that is sturdier and can be used standing up , is to get this [ [ asin : b01m154sed 21 " heavy duty one ] ] for the current price of $ 20 . 99 plus 5 % off . i own one of these and had i purchased that one first , i would have never ordered any other . do note , however , that it is very large and comes up to one ' s knees but it is fantastic . in summary
Top metadata source: features 0.750 quality: strong
Explanation: VALUE is predicted as Positive. The main text evidence is "cheap", "price", "large", "perfect", and the strongest metadata source is "features" (0.750).
Metadata cross-attention (global / averaged)
features
0.349
categories
0.320
numeric
0.331
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.50
numeric 0.00
MATERIAL
features 0.50
categories 0.50
numeric 0.00
QUALITY
features 0.50
categories 0.50
numeric 0.00
APPEARANCE
features 0.50
categories 0.50
numeric 0.00
STYLE
features 0.50
categories 0.50
numeric 0.00
VALUE
features 0.75
categories 0.25
numeric 0.00

Example 8

Rating: 4 | Category: T-Shirts
Good Base Layer This is a comfortable shirt. Ideal as a base layer it is made of soft, stretchy material. It is not too tight. It conforms to the body and keeps you warm and dry. Great for cold weather.
features: 100% Polyester Imported UA Base 2.0 Active Baselayer is lightweight, flexible & breathable for high activity performance in cool conditions UA Scent Control Technology to keep you undetected in all pursuits Soft, brushed grid interior traps air against your skin, closely managing your body's microclimate to keep you warm & comfortable Material wicks sweat & dries really fast 4-way stretch construction moves better in
categories: Clothing, Shoes & Jewelry > Men > Clothing > Active > Active Shirts & Tees > T-Shirts
numeric: price=49.99, average_rating=4.8, rating_number=911
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: tightgoodcomfortablesoftgreat
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: SIZE is predicted as Negative. The main text evidence is "tight", "good", "comfortable", "soft", and the strongest metadata source is "features" (0.500).
MATERIAL: Positive
Top text evidence: softstretchymaterialtightgoodcomfortable
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: MATERIAL is predicted as Positive. The main text evidence is "soft", "stretchy", "material", "tight", and the strongest metadata source is "features" (0.500).
QUALITY: Not_Mentioned
Top text evidence: tightgoodcomfortablesoftgreat
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is "tight", "good", "comfortable", "soft", and the strongest metadata source is "features" (0.500).
APPEARANCE: Not_Mentioned
Top text evidence: tightgoodcomfortablesoftgreat
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "tight", "good", "comfortable", "soft", and the strongest metadata source is "features" (0.500).
STYLE: Not_Mentioned
Top text evidence: shirttightgoodcomfortablesoftgreat
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "shirt", "tight", "good", "comfortable", and the strongest metadata source is "features" (0.500).
VALUE: Not_Mentioned
Top text evidence: tightgoodcomfortablesoftgreat
good base layer this is a comfortable shirt . ideal as a base layer it is made of soft , stretchy material . it is not too tight . it conforms to the body and keeps you warm and dry . great for cold weather .
Top metadata source: features 0.500 quality: strong
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is "tight", "good", "comfortable", "soft", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.337
categories
0.328
numeric
0.335
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.50
numeric 0.00
MATERIAL
features 0.50
categories 0.25
numeric 0.25
QUALITY
features 0.50
categories 0.50
numeric 0.00
APPEARANCE
features 0.50
categories 0.50
numeric 0.00
STYLE
features 0.50
categories 0.50
numeric 0.00
VALUE
features 0.50
categories 0.25
numeric 0.25

Example 9

Rating: 5 | Category: Fashion Sneakers
problem for people with a high instep i love the softness and flexibility of this shoe. i have a high instep, and these shoes have elastic laces. i ordered a wide (i do not have a wide foot) in order to not have the elastic laces cut off my circulation. you can cut the laces out and put in regular laces. shoes would look cute with pink, yellow, or orange laces. red even! feels good in my arch, and pretty comfy overall.
features: Imported Synthetic sole TPR Outsole, Stretch Cotton Laces Closure, Removable Twill Covered EVA, Vegan YOUR NEW FAVORITE WOMEN'S SNEAKERS: Enjoy walking around with the Vegan Pismo Casual Sneakers with stretch laces, metal eyelets, and eco-friendly canvas uppers available in different colors to match your daily fashion mood. VIONIC WOMEN SHOES: Vionic brings together style and science, combining innovative biomechanic
categories: Clothing, Shoes & Jewelry > Women > Shoes > Fashion Sneakers
numeric: price=49.0, average_rating=4.6, rating_number=4004
Per-aspect prediction, text evidence, and metadata source
SIZE: Negative
Top text evidence: lovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: moderate
Explanation: SIZE is predicted as Negative. The main text evidence is "love", "good", and the strongest metadata source is "features" (0.500).
MATERIAL: Negative
Top text evidence: lovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: moderate
Explanation: MATERIAL is predicted as Negative. The main text evidence is "love", "good", and the strongest metadata source is "features" (0.500).
QUALITY: Not_Mentioned
Top text evidence: lovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: moderate
Explanation: QUALITY is predicted as Not_Mentioned. The main text evidence is "love", "good", and the strongest metadata source is "features" (0.500).
APPEARANCE: Not_Mentioned
Top text evidence: lookcutelovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: strong
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "look", "cute", "love", "good", and the strongest metadata source is "features" (0.500).
STYLE: Negative
Top text evidence: lovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: moderate
Explanation: STYLE is predicted as Negative. The main text evidence is "love", "good", and the strongest metadata source is "features" (0.500).
VALUE: Not_Mentioned
Top text evidence: lovegood
problem for people with a high instep i love the softness and flexibility of this shoe . i have a high instep , and these shoes have elastic laces . i ordered a wide ( i do not have a wide foot ) in order to not have the elastic laces cut off my circulation . you can cut the laces out and put in regular laces . shoes would look cute with pink , yellow , or orange laces . red even ! feels good in my arch , and pretty comfy overall .
Top metadata source: features 0.500 quality: moderate
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is "love", "good", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.319
categories
0.323
numeric
0.358
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.50
numeric 0.00
MATERIAL
features 0.50
categories 0.50
numeric 0.00
QUALITY
features 0.50
categories 0.50
numeric 0.00
APPEARANCE
features 0.50
categories 0.50
numeric 0.00
STYLE
features 0.50
categories 0.50
numeric 0.00
VALUE
features 0.50
categories 0.50
numeric 0.00

Example 10

Rating: 5 | Category: Board Shorts
Cool, relaxed comfort The Kanu Surf Women's plus size Marina solid stretch Boardshort is perfect for lounging around the house or walking the dog. It is exceptionally cool during the summer and has that extra stretch for comfort. Also, like the elastic waistband in the back.
features: 88% Polyester, 12% Spandex Imported Drawstring closure Machine Wash Kanu comfort tech qucik dry UPF 50+ Stretch Microfiber Cargo Pocket for storage.
categories: Clothing, Shoes & Jewelry > Women > Clothing > Swimsuits & Cover Ups > Board Shorts
numeric: average_rating=4.1, rating_number=4126
Per-aspect prediction, text evidence, and metadata source
SIZE: Not_Mentioned
Top text evidence: sizeperfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: SIZE is predicted as Not_Mentioned. The main text evidence is "size", "perfect", and the strongest metadata source is "features" (0.500).
MATERIAL: Positive
Top text evidence: stretchperfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: MATERIAL is predicted as Positive. The main text evidence is "stretch", "perfect", and the strongest metadata source is "features" (0.500).
QUALITY: Positive
Top text evidence: perfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: QUALITY is predicted as Positive. The main text evidence is "perfect", and the strongest metadata source is "features" (0.500).
APPEARANCE: Not_Mentioned
Top text evidence: perfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: APPEARANCE is predicted as Not_Mentioned. The main text evidence is "perfect", and the strongest metadata source is "features" (0.500).
STYLE: Not_Mentioned
Top text evidence: perfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: STYLE is predicted as Not_Mentioned. The main text evidence is "perfect", and the strongest metadata source is "features" (0.500).
VALUE: Not_Mentioned
Top text evidence: perfect
cool , relaxed comfort the kanu surf women ' s plus size marina solid stretch boardshort is perfect for lounging around the house or walking the dog . it is exceptionally cool during the summer and has that extra stretch for comfort . also , like the elastic waistband in the back .
Top metadata source: features 0.500 quality: moderate
Explanation: VALUE is predicted as Not_Mentioned. The main text evidence is "perfect", and the strongest metadata source is "features" (0.500).
Metadata cross-attention (global / averaged)
features
0.300
categories
0.358
numeric
0.342
Aspect-specific metadata attention
SIZE
features 0.50
categories 0.50
numeric 0.00
MATERIAL
features 0.50
categories 0.50
numeric 0.00
QUALITY
features 0.50
categories 0.50
numeric 0.00
APPEARANCE
features 0.50
categories 0.50
numeric 0.00
STYLE
features 0.50
categories 0.50
numeric 0.00
VALUE
features 0.50
categories 0.50
numeric 0.00